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<title>Drivers of social equity in renewable energy at the municipal level: The case of local Japanese energy policy and preferences</title>

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) 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padding-right: 8px;
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margin-bottom: 10px;
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margin: 0;
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.pagedtable th {
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border: none;
border-bottom: 2px solid #dddddd;
min-width: 45px;
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.pagedtable td {
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.pagedtable .even {
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.pagedtable a {
-webkit-touch-callout: none;
-webkit-user-select: none;
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cursor: pointer;
padding: 0 5px 0 5px;
float: right;
border: 0;
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color: #999;
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a.pagedtable-index-nav-disabled:hover {
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a.pagedtable-index-current:hover {
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border: 0;
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color: #333;
font-size: 9px;
padding: 0 0 0 0;
cursor: default;
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color: #333;
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padding-bottom: 5px;
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color: #999;
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text-overflow: ellipsis;
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text-overflow: ellipsis;
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font-weight: 400;
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        max: positiveIntOrNull(columns.max),
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      character: 8,
      height: 15,
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        end: end,
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      };
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      return rowStart;
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        }

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          // width in characters
          chars: maxChars,
          // width for the inner html columns
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        };
      });
    };

    me.getWidth = function() {
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      widthOuter = widthOuter + me.padding * paddingColChars * measurer.measures.character;

      if (me.hasMoreLeftColumns()) {
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      if (me.hasMoreRightColumns()) {
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    me.setVisibleColumns = function(columnNumber, newVisibleColumns, paddingCount) {
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      me.padding = paddingCount;

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    me.incColumnNumber = function(increment) {
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    me.setColumnNumber = function(newNumber) {
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  var measurer = new Measurer(data, options);
  var columns = new Columns(data, source.columns, options);

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  var header = null;
  var footer = null;
  var tbody = null;

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      "border-bottom: " + columnNavigationWidthPX + "px solid transparent;" +
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    var header = document.createElement("th");
    header.appendChild(arrow);
    header.setAttribute("style",
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      "width: " + columnNavigationWidthPX + "px;");

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      header.appendChild(renderColumnNavigation(columns.visible, false));

    if (typeof(clear) == "undefined" || clear) clearHeader();
    var thead = pagedTable.querySelectorAll("thead")[0];
    thead.appendChild(fragment);
  };

  me.animateColumns = function(backwards) {
    var thead = pagedTable.querySelectorAll("thead")[0];

    var headerOld = thead.querySelectorAll("tr")[0];
    var tbodyOld = table.querySelectorAll("tbody")[0];

    me.fitColumns(backwards);

    renderHeader(false);

    header.style.opacity = "0";
    header.style.transform = backwards ? "translateX(-30px)" : "translateX(30px)";
    header.style.transition = "transform 200ms linear, opacity 200ms";
    header.style.transitionDelay = "0";

    renderBody(false);

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      headerOld.style.transform = "translateX(0px)";
      headerOld.style.opacity = "1";
      headerOld.style.transition = "transform 100ms linear, opacity 100ms";
      headerOld.setAttribute("class", "pagedtable-remove-head");
      if (headerOld.style.transitionEnd) {
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          var headerOldByClass = thead.querySelector(".pagedtable-remove-head");
          if (headerOldByClass) thead.removeChild(headerOldByClass);
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      else {
        thead.removeChild(headerOld);
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    if (tbodyOld) table.removeChild(tbodyOld);

    tbody.style.opacity = "0";
    tbody.style.transition = "transform 200ms linear, opacity 200ms";
    tbody.style.transitionDelay = "0ms";

    // force relayout
    window.getComputedStyle(header).opacity;
    window.getComputedStyle(tbody).opacity;

    if (headerOld) {
      headerOld.style.transform = backwards ? "translateX(20px)" : "translateX(-30px)";
      headerOld.style.opacity = "0";
    }

    header.style.transform = "translateX(0px)";
    header.style.opacity = "1";

    tbody.style.opacity = "1";
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  me.onChange = function(callback) {
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    var pageData = data.slice(page.getRowStart(), page.getRowEnd());

    pageData.forEach(function(dataRow, idxRow) {
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        if (dataCell === "NA") htmlCell.setAttribute("class", "pagedtable-na-cell");
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      for (var idx = 0; idx < columns.getPaddingCount(); idx++) {
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    for (var idxPadding = 0; idxPadding < page.getPaddingRows(); idxPadding++) {
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    var pageEnd = page.getRowEnd();
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      infoText = infoText + " | " + (columns.number + 1) + "-" +
        (Math.min(columns.number + columns.visible, columns.total)) +
        " of " + totalColumnsLabel + " columns";
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    return infoText;
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  var clearFooter = function() {
    footer = pagedTable.querySelectorAll("div.pagedtable-footer")[0];
    footer.innerHTML = "";

    return footer;
  };

  var createPageLink = function(idxPage) {
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    pageLinkClass = idxPage === page.number ? "pagedtable-index pagedtable-index-current" : "pagedtable-index";
    pageLink.setAttribute("class", pageLinkClass);
    pageLink.setAttribute("data-page-index", idxPage);
    pageLink.onclick = function() {
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      renderBody();
      renderFooter();

      triggerOnChange();
    };

    pageLink.appendChild(document.createTextNode(idxPage + 1));

    return pageLink;
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    var next = document.createElement("a");
    next.appendChild(document.createTextNode("Next"));
    next.onclick = function() {
      page.setPageNumber(page.number + 1);
      renderBody();
      renderFooter();

      triggerOnChange();
    };
    if (data.length > page.rows) footer.appendChild(next);

    var pageNumbers = document.createElement("div");
    pageNumbers.setAttribute("class", "pagedtable-indexes");

    var pageRange = page.getVisiblePageRange();

    if (pageRange.first) {
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      pageNumbers.appendChild(pageLink);

      var pageSeparator = document.createElement("div");
      pageSeparator.setAttribute("class", "pagedtable-index-separator-left");
      pageSeparator.appendChild(document.createTextNode("..."))
      pageNumbers.appendChild(pageSeparator);
    }

    for (var idxPage = pageRange.start; idxPage < pageRange.end; idxPage++) {
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      pageNumbers.appendChild(pageLink);
    }

    if (pageRange.last) {
      var pageSeparator = document.createElement("div");
      pageSeparator.setAttribute("class", "pagedtable-index-separator-right");
      pageSeparator.appendChild(document.createTextNode("..."))
      pageNumbers.appendChild(pageSeparator);

      var pageLink = createPageLink(page.total - 1);
      pageNumbers.appendChild(pageLink);
    }

    if (data.length > page.rows) footer.appendChild(pageNumbers);

    var previous = document.createElement("a");
    previous.appendChild(document.createTextNode("Previous"));
    previous.onclick = function() {
      page.setPageNumber(page.number - 1);
      renderBody();
      renderFooter();

      triggerOnChange();
    };
    if (data.length > page.rows) footer.appendChild(previous);

    var infoLabel = document.createElement("div");
    infoLabel.setAttribute("class", "pagedtable-info");
    infoLabel.setAttribute("title", getLabelInfo());
    infoLabel.appendChild(document.createTextNode(getLabelInfo()));
    footer.appendChild(infoLabel);

    var enabledClass = "pagedtable-index-nav";
    var disabledClass = "pagedtable-index-nav pagedtable-index-nav-disabled";
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    measuresTable.style.position = "absolute";
    measuresTable.style.whiteSpace = "nowrap";
    measuresTable.style.height = "auto";
    measuresTable.style.width = "auto";

    var measuresRow = document.createElement("tr");
    measuresTable.appendChild(measuresRow);

    measuresCell = document.createElement("td");
    var sampleString = "ABCDEFGHIJ0123456789";
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    measuresRow.appendChild(measuresCell);

    tableDiv.appendChild(measuresTable);
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    var pagedTableClass = data.length > 0 ?
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    tableDiv.setAttribute("class", pagedTableClass);

    renderMeasures();
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    columns.calculateWidths(measurer.measures);

    table = document.createElement("table");
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    table.setAttribute("class", "table table-condensed");
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    table.appendChild(document.createElement("thead"));

    var footerDiv = document.createElement("div");
    footerDiv.setAttribute("class", "pagedtable-footer");
    tableDiv.appendChild(footerDiv);

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    me.render();

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    if (tableDiv.clientWidth <= 0) {
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  var registerWidths = function() {
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  var parsePadding = function(value) {
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  me.fixedHeight = function() {
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  me.fitRows = function() {
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      return;

    measurer.calculate(measuresCell);

    var rows = options.rows.min !== null ? options.rows.min : 0;
    var headerHeight = header !== null && header.offsetHeight > 0 ? header.offsetHeight : 0;
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    rows = options.rows.min !== null ? Math.max(options.rows.min, rows) : rows;

    page.setRows(rows);
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  // The goal of this function is to add as many columns as possible
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    var columnNumber = columns.number;
    var paddingCount = 0;

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    var columnHistory = [];

    var lastTableHeight = 0;
    var backwards = startBackwards;

    var tableDivStyle = window.getComputedStyle(tableDiv, null);
    var tableDivPadding = parsePadding(tableDivStyle.paddingLeft) +
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    var currentWidth = 0;

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        break;
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      columnHistory.push({
        columnNumber: columnNumber,
        visibleColumns: visibleColumns,
        paddingCount: paddingCount
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      if (columns.max !== null &&
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        break;
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        if (!startBackwards && columnNumber > 0) {
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          backwards = false;
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      // when moving backwards try fitting left columns first
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      if (columnNumber + visibleColumns < columns.total) {
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    var lastRenderableColumn = {
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        visibleColumns: visibleColumns,
        paddingCount: paddingCount
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    if (columnHistory.length > 0) {
      lastRenderableColumn = columnHistory[columnHistory.length - 1];
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    columns.setVisibleColumns(
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    if (pagedTable.offsetWidth > 0) {
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    registerWidths();
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  me.fit = function(startBackwards) {
    me.fitRows();
    me.fitColumns(startBackwards);
  }

  me.render = function() {
    me.fitColumns(false);

    // render header/footer to measure height accurately
    renderHeader();
    renderFooter();

    me.fitRows();
    renderBody();

    // re-render footer to match new rows
    renderFooter();
  }

  var resizeLastWidth = -1;
  var resizeLastHeight = -1;
  var resizeNewWidth = -1;
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  me.resize = function(newWidth, newHeight) {

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      if (
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        resizeLastHeight = resizeNewHeight;

        setTimeout(resizeDelayed, 200);
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        resizeLastWidth = -1;
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    resizeNewWidth = newWidth;
    resizeNewHeight = newHeight;

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};

var PagedTableDoc;
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  window.addEventListener("resize", PagedTableDoc.resizeAll);

  return PagedTableDoc;
})(PagedTableDoc || (PagedTableDoc = {}));

window.onload = function() {
  PagedTableDoc.initAll();
};
</script>
<script>

/**
 * jQuery Plugin: Sticky Tabs
 *
 * @author Aidan Lister <aidan@php.net>
 * adapted by Ruben Arslan to activate parent tabs too
 * http://www.aidanlister.com/2014/03/persisting-the-tab-state-in-bootstrap/
 */
(function($) {
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window.buildTabsets = function(tocID) {

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};

</script>
<script>
window.initializeCodeFolding = function(show) {

  // handlers for show-all and hide all
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    $(this).before(div);
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}
</script>
<script>
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<h1 class="title toc-ignore">Drivers of social equity in renewable energy at the municipal level: The case of local Japanese energy policy and preferences</h1>
<h3 class="subtitle">Multicolinearity tests</h3>

</div>


<!-- rnb-text-begin -->
<div id="introduction" class="section level1">
<h1>1. Introduction</h1>
<p>This document describes and records the code used in our paper, “Drivers of social equity in renewable energy at the municipal level: The case of local Japanese energy policy and preferences.” Below, we outline the questions we aim to answer, approach, and R code used to answer our questions, one by one.</p>
</div>
<div id="load-packages" class="section level1">
<h1>1.1 Load Packages</h1>
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<pre class="r"><code># Load packages
require(tidyverse)
require(readxl)
require(Amelia)
require(distributions3)
require(gtools)
require(car)
require(scales)
require(lmtest)
set.seed(12345)</code></pre>
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</div>
<div id="import-data" class="section level1">
<h1>1.2 Import Data</h1>
<p>First, we import data. The excel file <em>“population_data.xlsx”</em> contains data for all 1741 Japanese municipalities, while the excel file <em>“sampling_frame.xlsx”</em> contains information on each town in the sampling frame. It also contains responses for the actual towns which responded to our survey. Finally, <em>“regression_table.xlsx”</em> contains the data for the 47 final towns in our analysis, which we use to produce regression results.</p>
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<pre class="r"><code># Import population data
pop = read_xlsx(&quot;population_data.xlsx&quot;)

# Import sampling frame
sample = read_xlsx(&quot;sampling_frame.xlsx&quot;)

# Import final set of cases
dat = read_xlsx(&quot;regression_table.xlsx&quot;)</code></pre>
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</div>
<div id="descriptive-statistics" class="section level1">
<h1>2. Descriptive Statistics</h1>
<p>Next, we calculate descriptive statistics for each key concept in our dataset. These are represented in Appendix A in our manuscript.</p>
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<div id="representativeness" class="section level1">
<h1>3. Representativeness</h1>
<p>Next, we would like to verify whether the towns which responded to our survey are representative of the population in terms of the traits that we care about. To do that, first, we must deal with missing data at the population level. We use multiple imputation via the <strong>amelia</strong> package to fill in data points for variables missing data for less than 5 percent of cases. We do this on the entire dataset, incorporating latent trends in this data to more accurately fill in missing data.</p>
<p>First, we calculate the logical bounds of our variables. These are the range of values that we allow missing data points to take on in the multiple imputation process. This helps avoid situations where we might fill in missing data for a scale from 0-100 with, say, 120, and impossible value.</p>
<div id="calculate-logical-bounds-for-multiple-imputation" class="section level2">
<h2>3.1 Calculate Logical Bounds for Multiple Imputation</h2>
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<pre class="r"><code>bounds = pop %&gt;%
  # pivot to tidy, long form so we can calculate summary statistic easily
  pivot_longer(cols = -c(Code, Town_Japanese, Prefecture_Town_Japanese, 
                         Prefecture_English, Prefecture_Town_English, Town_English),
               names_to = &quot;measure&quot;,
               values_to = &quot;value&quot;) %&gt;%
  group_by(measure) %&gt;%
  summarize(
    # Calculate percentage of missing data points in that column
    missing_percent = sum(if_else(is.na(value), 1, 0)) / n(),
    # Calculate minimum value for that column
    min = min(value, na.rm = TRUE),
    # calculate maximum value for that column
    max = max(value, na.rm = TRUE)) %&gt;%
  # filter this list to just variables missing less than 5%
  filter(missing_percent &lt; 0.05) %&gt;%
  # create an id number for each measure
  mutate(column.number = 1:n()) %&gt;% ungroup </code></pre>
<!-- rnb-source-end -->
<!-- rnb-chunk-end -->
<!-- rnb-text-begin -->
</div>
<div id="multiple-imputation-with-amelia" class="section level2">
<h2>3.2 Multiple Imputation with Amelia</h2>
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
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<pre class="r"><code># How much was missing from each?
summary(imp)
</code></pre>
<!-- rnb-source-end -->
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<pre><code>
Amelia output with 5 imputed datasets.
Return code:  1 
Message:  Normal EM convergence. 

Chain Lengths:
--------------
Imputation 1:  8
Imputation 2:  4
Imputation 3:  6
Imputation 4:  6
Imputation 5:  5

Rows after Listwise Deletion:  1701 
Rows after Imputation:  1741 
Patterns of missingness in the data:  5 

Fraction Missing for original variables: 
-----------------------------------------</code></pre>
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<div data-pagedtable="false">
<script data-pagedtable-source type="application/json">
{"columns":[{"label":[""],"name":["_rn_"],"type":[""],"align":["left"]},{"label":["Fraction Missing"],"name":[1],"type":["dbl"],"align":["right"]}],"data":[{"1":"0.000000000","_rn_":"Code"},{"1":"0.006892590","_rn_":"Age_median_2010"},{"1":"0.000000000","_rn_":"Area_2010"},{"1":"0.000000000","_rn_":"Area_industrial_2010"},{"1":"0.001723148","_rn_":"Area_inhabitable_2010"},{"1":"0.000000000","_rn_":"Area_residential_2010"},{"1":"0.000000000","_rn_":"BiomasskW"},{"1":"0.000000000","_rn_":"BP"},{"1":"0.000000000","_rn_":"Crime_Rate_2008"},{"1":"0.000000000","_rn_":"Diversity"},{"1":"0.020103389","_rn_":"Financial_Str_Index_2010"},{"1":"0.000000000","_rn_":"GeothermalkW"},{"1":"0.000000000","_rn_":"GP"},{"1":"0.000000000","_rn_":"Income_taxable_per_capita_2010"},{"1":"0.000000000","_rn_":"Local_taxes_per_capita_2010"},{"1":"0.000000000","_rn_":"Percent_University_Educated_2010"},{"1":"0.000000000","_rn_":"PercentEmployment_primary_2010"},{"1":"0.000000000","_rn_":"PercentEmployment_secondary_2010"},{"1":"0.000000000","_rn_":"PercentEmployment_tertiary_2010"},{"1":"0.000000000","_rn_":"PercentForest_cover"},{"1":"0.008041356","_rn_":"PercentTotal_Migration_2010"},{"1":"0.001723148","_rn_":"Pop_density_2010"},{"1":"0.000000000","_rn_":"Population_2010"},{"1":"0.000000000","_rn_":"PV_output_2018"},{"1":"0.020103389","_rn_":"Ratio_Revs_Exp_2010"},{"1":"0.000000000","_rn_":"Redundancy"},{"1":"0.000000000","_rn_":"SolarkW"},{"1":"0.000000000","_rn_":"SP"},{"1":"0.000000000","_rn_":"Unemployment_2010"},{"1":"0.000000000","_rn_":"WindkW"},{"1":"0.000000000","_rn_":"Windspeed_2018"},{"1":"0.000000000","_rn_":"WP"}],"options":{"columns":{"min":{},"max":[10],"total":[1]},"rows":{"min":[10],"max":[10],"total":[32]},"pages":{}}}
  </script>
</div>
<!-- rnb-frame-end -->
<!-- rnb-output-begin eyJkYXRhIjoiTkFcbiJ9 -->
<pre><code>NA</code></pre>
<!-- rnb-output-end -->
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<!-- rnb-text-begin -->
</div>
<div id="calculate-difference-of-means-across-imputations" class="section level2">
<h2>3.3 Calculate Difference of Means across Imputations</h2>
<!-- rnb-text-end -->
<!-- rnb-chunk-begin -->
<!-- rnb-source-begin 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-->
<pre class="r"><code># Let's use one-sample t-tests to compare whether 
# our average sample average is statistically significantly different 
# from the population average for key demographic and technological variables 
# that we could collect at both levels.
# This allows us to tell how representative the survey sample data used later in the paper is.

# Calculate test statistic (difference of means) for each imputation
imp.stat = function(data){
  data %&gt;%
    summarize(
      # Calculate test statistic
      SolarkW_statistic = t.test(
        dat$SolarkW, 
        mu = mean(data$SolarkW))$statistic,
      WindkW_statistic = t.test(
        dat$WindkW, 
        mu = mean(data$WindkW))$statistic,
      BiomasskW_statistic = t.test(
        dat$BiomasskW, 
        mu = mean(data$BiomasskW))$statistic,
      Population_2010_statistic = t.test(
        dat$Population_2010, 
        mu = mean(data$Population_2010))$statistic,
      Income_taxable_per_capita_2010_statistic = t.test(
        dat$Income_taxable_per_capita_2010, 
        mu = mean(data$Income_taxable_per_capita_2010))$statistic,
      Unemployment_2010_statistic = t.test(
        dat$Unemployment_2010, 
        mu = mean(data$Unemployment_2010))$statistic,
      Age_median_2010_statistic = t.test(
        dat$Age_median_2010, 
        mu = mean(data$Age_median_2010))$statistic,
      Ratio_Revs_Exp_2010_statistic = t.test(
        dat$Ratio_Revs_Exp_2010, 
        mu = mean(data$Ratio_Revs_Exp_2010))$statistic,
      Local_taxes_per_capita_2010_statistic = t.test(
        dat$Local_taxes_per_capita_2010, 
        mu = mean(data$Local_taxes_per_capita_2010))$statistic,
      # Calculate standard error
      SolarkW_se = t.test(
        dat$SolarkW, 
        mu = mean(data$SolarkW))$stderr,
      WindkW_se = t.test(
        dat$WindkW, 
        mu = mean(data$WindkW))$stderr,
      BiomasskW_se = t.test(
        dat$BiomasskW, 
        mu = mean(data$BiomasskW))$stderr,
      Population_2010_se = t.test(
        dat$Population_2010, 
        mu = mean(data$Population_2010))$stderr,
      Income_taxable_per_capita_2010_se = t.test(
        dat$Income_taxable_per_capita_2010, 
        mu = mean(data$Income_taxable_per_capita_2010))$stderr,
      Unemployment_2010_se = t.test(
        dat$Unemployment_2010, 
        mu = mean(data$Unemployment_2010))$stderr,
      Age_median_2010_se = t.test(
        dat$Age_median_2010, 
        mu = mean(data$Age_median_2010))$stderr,
      Ratio_Revs_Exp_2010_se = t.test(
        dat$Ratio_Revs_Exp_2010, 
        mu = mean(data$Ratio_Revs_Exp_2010))$stderr,
      Local_taxes_per_capita_2010_se = t.test(
        dat$Local_taxes_per_capita_2010, 
        mu = mean(data$Local_taxes_per_capita_2010))$stderr) %&gt;%
      return()
}
 
# Collect difference of means and standard error for each imputed dataset
imp.result = imp$imputations %&gt;%
  lapply(imp.stat) %&gt;%
  bind_rows(.id = &quot;imp&quot;) %&gt;%
  # Pivot long ways
  pivot_longer(cols = -imp, names_to = &quot;measure&quot;, values_to = &quot;value&quot;) %&gt;%
  # Classify each data point as a statistic or standard error
  mutate(type = str_extract(measure, &quot;_se|_statistic&quot;) %&gt;% str_remove(&quot;_&quot;), 
         measure = str_remove(measure, &quot;_se|_statistic&quot;)) %&gt;%
  # Pivot wider into a format mi.meld can receive to average results
  pivot_wider(id_cols = measure,
              names_from = c(type, imp),
              values_from = value)


# To prepare for calculating p.values from averaged test statistics, 
# we are going to make a normal t-distribution
require(distributions3)
# calculate the distribution with 46 degrees of freedom
t46 = StudentsT(df = 46)

# Use Rubin's Rules to average the statistic,
# and merge the standard error within imputations and between imputations
mi.meld(q = imp.result %&gt;%
          # grab means
          select(statistic_imp1, statistic_imp2,statistic_imp3,statistic_imp4, statistic_imp5), 
        se = imp.result %&gt;%
          # grab standard deviations
          select(se_imp1,se_imp2,se_imp3,se_imp4,se_imp5),
        # Each column is a set of results from an imputed dataframe
        byrow = FALSE) %&gt;%
  # bind results together
  bind_rows() %&gt;%
  # Add variable names back in
  mutate(measure = imp.result$measure)  %&gt;%
  # reorder and rename columns
  select(measure, stat = q.mi, se = se.mi) %&gt;%
  # Now calculate
  mutate(p.value = 1 - cdf(t46, abs(stat)) + cdf(t46, -abs(stat))) %&gt;%
  # Add asterisks
  mutate(significance = stars.pval(p.value))
</code></pre>
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<pre class="r"><code>remove(imp.stat, imp.result, t46, order)
</code></pre>
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<pre><code>object 'order' not found</code></pre>
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<p>This suggests that our sample differs from the population in a statistically significant way for the installed capacity of Wind and Biomass, and the median age. Fortunately, wind and biomass make up a tiny portion of renewables in Japan overall, and most of cities’ equity scores are determined by solar anyways, because it constitutes such a large share of Japanese renewables. With these limitations in mind, we proceed with our analysis.</p>
</div>
</div>
<div id="sample-survey-descriptive-statistics" class="section level1">
<h1>4. Sample Survey Descriptive Statistics</h1>
<p>Next, we calculate descriptive statistics on results from our survey sample.</p>
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</div>
<div id="modeling" class="section level1">
<h1>5. Modeling</h1>
<p>Next, we model our variables. For each model, we display the summary table, and then run diagnostics. We display multicolinearity tests, namely results from the variance inflation factor (VIF) test. The gold standard for VIF is below 2.5, while extremely problematic values tend to be over 10. None of our models have VIFs over 3; most are at or under 2.5. As a result, we proceed with confidence that multicolinearity is not a problem in our models.</p>
<div id="model-1-effect-of-technology-on-equity" class="section level2">
<h2>5.1 Model 1: Effect of Technology on Equity</h2>
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<pre class="r"><code>summary(equity)
</code></pre>
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<pre><code>
Call:
lm(formula = `Equity (y)` ~ `Solar GWh` + `Wind GWh` + `Biomass GWh` + 
    `PV_output_2018 (kWh/kWp/annum)` + Windspeed_2018, data = .)

Residuals:
    Min      1Q  Median      3Q     Max 
-2.3609 -0.4935 -0.1035  0.2239  1.9789 

Coefficients:
                                   Estimate Std. Error t value Pr(&gt;|t|)    
(Intercept)                       1.159e-16  1.238e-01   0.000 1.000000    
`Solar GWh`                       8.399e-01  2.120e-01   3.961 0.000291 ***
`Wind GWh`                       -3.843e-01  2.112e-01  -1.819 0.076145 .  
`Biomass GWh`                    -1.346e-01  1.314e-01  -1.025 0.311510    
`PV_output_2018 (kWh/kWp/annum)` -4.346e-02  1.364e-01  -0.319 0.751719    
Windspeed_2018                   -4.064e-02  1.365e-01  -0.298 0.767410    
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 0.849 on 41 degrees of freedom
Multiple R-squared:  0.3575,    Adjusted R-squared:  0.2792 
F-statistic: 4.563 on 5 and 41 DF,  p-value: 0.002123</code></pre>
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<pre class="r"><code># What is the average VIF for this model?
mean(vif(equity))</code></pre>
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<pre class="r"><code># Report individual VIF results
vif(equity) # variance inflation factors
</code></pre>
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<pre><code>                     `Solar GWh`                       `Wind GWh`                    `Biomass GWh` 
                        2.868426                         2.847479                         1.101303 
`PV_output_2018 (kWh/kWp/annum)`                   Windspeed_2018 
                        1.187860                         1.188807 </code></pre>
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<p>Next, we evaluate heteroskedasticity. The plots below indicate some heteroskedasticity, but multiple regression tends to be quite robuts against it. As a result, we also plot residuals to evaluate whether they are normally distributed or are experiencing autocorrelation of some sort. We see little evidence of this.</p>
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<p><img 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aoA0Czh8gQAAAAIBKEBAAAABILQAAAAAAJBaAAAAACBIDQAAACAQBAaAAAAQCAIDQAAACAQzNMAzVB5efm5c+ciIiLk5OQcHR27d+8u7IoAAJoD9DRAc/P69WsTE5MdO3ZISEhkZGQMGTLE19e3srJS2HUBADR5CA3Q3Hh6enp7e1+/fn3ZsmXr1q2Ljo5+8uTJ7t27hV0XAECTh9AAzcqLFy8yMjJ8fX35LTIyMqtWrTp06JAQqwIAaB4QGqBZefv2bYcOHVgsVvXGTp06JSYmCqskAIBmA6EBmhV1dfU3b97UaIyPj9fQ0BBGOQAAzQpCAzQr+vr6cnJy+/bt47eUlJSsWLFi9OjRQqwKAKB5wC2X0NwcPXp0yJAhFy5csLOzy8vL++OPP3r37j1jxgxh1wUA0OShpwGaG3l5eU9Pz/T09MOHDyckJOzfv//gwYNsNlvYdQEANHkIDdCsnD592sTEpKioaPr06a6urkFBQRcvXhR2UQAAzQQuT0DzkZmZOX369Bs3bhgaGvJapk+fbmFh0a9fv/79+wu3NgCAZgA9DdB8XLlyxd7enp8YiEhBQWHWrFmnTp0SYlUAAM0GQgM0HxkZGZ/eWqmlpZWeni6UegAAmhmEBmg+2rVrFxMTU6MxKiqqffv2QqkHAKCZQWiA5sPZ2TkiIuLcuXP8lhcvXmzevHnSpElCrAogJiZm7dq1M2bMCAwMzMzMFHY5AN8PoQGaD1lZ2bNnz/r5+Tk7Oy9cuHDMmDE2Nja//PILHo0NQrRu3bq+ffvm5OQYGBjExsZ269ateq4FaFpw9wSIqIiIiHv37lVUVJibm5ubmwt4VM+ePZ8/f3758uUXL14YGhoGBgaqqKg0aJ0AX3Dv3r3t27c/efJEVVWV1+Lj4+Pk5NS7d+82bdoItzaA74DQACKntLR06tSpt27dGjBgAJvN3rJlS7du3f744w8ZGRlBDm/VqtXw4cMbukgAQRw/ftzX15efGIioR48ejo6OFy9exFUzaIoQGkDkrFixIjs7OyoqSkpKiojKysq8vb3nzp27e/duYZcG8G3S0tKsra1rNLZv3z4lJUUo9QDUEcY0gMjZu3dvYGAgLzEQkYSERGBg4IkTJ0pKSoRbGMC30tDQePnyZY3GuLg4LS0todQDUEcIDSBaiouLc3Nza9wkyeVyFRUVa0y38Pz580mTJllYWAwYMGDHjh3l5eWNWynA140bN27btm3x8fH8ltu3b4eEhLi4uAixKoDvhssTIFokJSU5HE5WVlbr1q35jSUlJdnZ2UpKSvyWQ4cOLViwYOHChdOmTcvKytq2bduRI0eCg4P5/RMAosDExMTf39/S0nLYsGE6OjpPnz4NDQ09evQol8sVdmkA3wM9DSBy3N3df/755+otGzZs6Nu3r6ysLG81Ly/vxx9/vHHjxqxZs8zNzQcOHHjp0iV1dfXt27cLo16AL/H29n706FH37t0LCwudnZ2jo6P79esn7KIAvhN6GkDk/Prrr87Ozo6OjiNGjGCz2RcuXHjx4sW1a9f4O9y9e7dHjx56enr8FhaLNXXq1LVr1/r5+QmjZIAv0dTUnDZtmrCrAKgHCA0gcpSVle/fv3/06NHQ0NCKiopBgwadPHmSw+Hwd8jPz/+0d1dJSSkvL69xKwUAaFkQGkAUsdnscePGjRs37rNb9fT0wsPDKyoq2Gw2vzEsLKxr166NVSAAQEuEMQ3Q9BgZGbVv397Pz49/E2ZYWNjq1atnzZol3MIAAJo39DRAk3TixInp06fr6uqamppmZmampKTs3LmzZ8+ewq4LAKA5Q2iAJklZWfnEiROvX79+/vy5ioqKsbExbrYEAGhoCA3QhOnq6urq6tbvOQsKCnbv3h0eHi4jI2Nrazt69GgxMVzFAwAgwpgGgOoiIyP19fWfPn3q4uJiYWGxd+9ea2vr/Px8YdcFACASRKKnQZB769evX98IlUALN3ny5JUrV06cOJG3OmXKFC8vrxUrVuDLDwCARCQ0sFisvXv38uYJrm12VUF+aj99+nT16tW1bS0uLsafjPAFSUlJiYmJEyZMqN64YMECJycnhAYAABKR0LBu3TofH5+uXbsuWrSoLjP6aWhojBgxoratFy5cwFg5+IKsrCx1dXUWi1W9UUNDIzMzU1glAQCIFJEIDUTUqVMnCwuLOp5EWVn5C6Fh8uTJ4uKi8n5BBGlra8fHxxcXF0tKSvIbnz9/Xu9jLQEAmigRGgi5du1aZ2dnYVcBLZeysrKjo6Ofnx//KdvZ2dnz5s3z8fERbmEAACJChP7ytrGxEXYJ0NLt3r173LhxhoaG/fr1+/Dhw9WrV8eNGzdjxgxh1wUAIBJEKDQACJ2iouKFCxfCwsIePXokLS29dOnSDh06CLsoAABRgdAAUJOFhUXdR9gAADQ/IjSmAQAAAEQZQgMAAAAIBKEBAAAABILQAAAAAAJBaAAAAACBIDQAAACAQBAaAAAAQCAIDQAAACAQhAYAAAAQCEIDAAAACAShAQAAAASC0AAAAAACQWgAAAAAgSA0AAAAgEAQGgAAAEAgCA0AAAAgEIQGAAAAEAhCAwAAAAgEoQEAAAAEgtAAAAAAAkFoAAAAAIEgNAAAAIBAvhIaGIbhLcTFxV2+fDkrK6vhSwKoH5mZmYmJicKuAgCg+ag1NCQlJfXv33/KlClEFBYW1rVr10GDBnXu3PnRo0eNWB7A9/jrr7/09fUNDAysra3V1dX37Nkj7IoAAJqDWkPDrFmznjx50q9fPyIKCAiwsbF59eqVkZHR0qVLG7E8gG8WFBTk7e29devWjIyMhISEa9eu7dixIzAwUNh1AQA0ebWGhpCQkEWLFo0ZMyY/P//cuXMzZ87U1dX19PR8+PBhY9YH8K1WrFixbds2e3t73qqhoeHp06d//vnnsrIy4RYGLVpREf3zDz16RHFx9Po1ZWdTXp6wawL4ZuK1baisrJSRkSGi69evs1gsOzs7ImKz2cXFxY1WHMB3ePz4saOjY/UWXV1dZWXl169fd+nSRVhVQUtUWEj37lFICN26RRER1KEDiYtTbi5VVlJ2NlVUUF4ecTgkI0OSkiQlRTIyxOGQvDyx2cTlEptN8vKC7iAlRZKSJCtLEhLCftvQnNUaGszNzfft22doaLhmzRpbW1sul/v+/fujR4/q6ek1Zn0A30pcXLy0tFRKSqp6Y0lJCX9UL0ADKiyku3ergsLTp9SjB/XtSytXUq9e9N+vySqlpVRYSB8+UHExFRRQWRnl5lJFBeXkVKUK/g7Z2ZSU9J8dysspP59KSqio6D9n4OFlCx5e5uAREyMFhY8FyMmR+L+/CFq1ImnpqmUWixQVP+7Gyys8EhIkK/txk6IisVhVy9LS1KpV1bK4OMnJfdxNQYHE/u3bFrAeED21/r9Zt26dk5OTlZWVtLR0UFAQEZmbmyclJZ05c6YRywP4ZjY2NidPnvT29uatVlZWLl26NDk52cTERFJScsiQIWvWrGnbtq1wi4RmpaCgKiiEhNDTp2RiQnZ2tHo1WVp+PihUx+EQh0Ncbv1XxevS4OFFCp7KSsrN/bhbfj6Vl1ct8/IHD8NQTs7H3arHkdJSys7+uCk+nviJvKiISkqqlnmZ5qv18LLRp/XwwgQvXsjJEYfz/atIIfWn1o/S2Nj49evXUVFROjo6bdq0IaKAgABjY+OOHTs2YnkA32zt2rWOjo6FhYWjR49u1aqVp6dncHCwhYWFpqZm+/bty8rKevXqFR4ezvuqBvhOhYX0998UGkp379Lff5OeHjk40IoVZGX19aDQOKr/+d4QoaQR8LIF/7/Z2Z9fzc7+0tbiYsrOrgoQ/P9yud+52kQ/yfrzpfwlLS1tZmbGX3Vzc2v4egDqysjI6O7du4sXL167du2HDx8KCws1NTU9PDxUVFQePHhw5MiRXr16bdy4ce3atUT07t277Ozs9u3bs/kduQC1yc+n0NCqHoXnz8nMjOzsaOlSsrAgSUlhF9ccSUnVz+9pXmcGL0PwrvhUX+Vd8eGtZmT8Z7XG1rw8YhhSUKi6jiMnR7KypKj4n39c7meWxZrPPIo1Q8O2bdu+eoyvr2/DFANQPzp27Hjy5Eki8vX1PX78eGxsbKtWrYho1KhRI0eOHDhwYFZW1t27d2fOnJmYmMjlct+9e7dgwQI/Pz9EB6gpP5/u3KkKClFRVUEhIIAsLD5evAcRxxs3Wi94F3f4GaKggHJyPv5LS6Po6P+0ZGdTTg7Jy9fMFi4u1DT/Dq8ZGlavXv3VY1pgaMjIyLhz505OTo6hoaGFhYWwywFB3b9/v0uXLq2q/XC3sLDo0KFDamqqu7v7zp07hw4dSkQJCQmTJ0/OyMjYsGGD8IoFkZGX9zEoREdTz55ka0vr1pG5OYJCSycm9j35o3qM4P3T0mqA4hpDzdCQlpYmlDpE2fbt21euXNmnTx8ul7thw4a2bdseOnRIXV1d2HWBQGJiYoqKiqT5Y8KJiouLi4qK/P39eYmBiHR0dE6fPq2rq7t48WJlZWUiorg4Ki6mbt2EUjMIQW7ux6AQE0Pm5mRrS+vXk4XFx7sGAL4Pr3ehWfi2MaURERHXrl3z8/NroGpE0MWLFzdv3vzgwQMdHR0iqqys9Pf3HzVqVEhIiLBLg6/T09OTlpYeNmzYjh07OnbsWFJSsn379piYGCUlJQcHh+p7crnc7t27P336tG/fvkREkyZRbCwpKZGbG7m5kYmJcN4ANCheULh1i0JC6MULsrAgW1vauJHMzREUAD7rS5M7HTt2LCIiopJ/kwzRrVu3UlNTW1Ro2LVr16pVq3iJgYjExMT8/f07duwYGRlpYGAg3Nrgq7y9vcePHz9mzBgrKyuGYYqKijp27NiuXTsxMbFPpykrKSmR4E2Mk5BAMTGUkkJxcXTqFI0ZQx8+0NChNGIEWVl9vCUdmqKCArp/n4KDKTSUnj8nQ0Pq04fWriVra1x6APiqWkPDihUrVq5c2a1bt9jYWEVFRW1t7aioKA6Hc/z48casT+h4T9wgIkpJoc2bqV8/MRsbIyOjV69eITSIjhs3bjx69EhOTs7GxkZfX5/fbmtru2TJkmXLlvXt25fL5T5+/Li8vPzixYsbNmw4efLkihUr+Hu+fPkyNjbW1NSUiOjoUfLwIA6HDAzIwID8/enJEzpzhnx8qKCAXF3J3Z16925OI6Kbuezsjz0KL1+SpSXZ2tKvv1LPnpg/EeCb1BoaDh48OG3atB07dhw9evTYsWMXLlzIzMy0srKq3vHQEigpKaWlpXXt2pXk5UlBgdaupREjFouJqWhokI4OGRnh785GlpeXt2XLlrCwMAkJCSsrqxEjRowfPz4vL8/BweH169erV692c3MLDAwU+/c3uo+Pz5AhQ27dupWWlubm5tavXz8xMbFly5ZZWloyDOPl5cXlcm/evPnjjz/+/PPPVfNIHj1KO3b851W7d6fu3WnVKoqKojNnaMYMysyk4cPJzY1sbQn3XIig9+8/BoVXr6hXL7K1pa1bERQA6oSphYSExNGjRxmGSUlJUVFRqaysZBhm06ZNvG7epkhWVvb333//1qPWr1/v4uJSUVHBb7l99apnmzYV8+czpqaMigozYgSzaxfz9m29FgufFx0draWl5ePjc+HChbNnz44ePVpaWtrX15f39ckwTF5eno2NzZYtW756qtTU1ClTpmhra8vLy9va2l67dq1qQ0QEo63N/HvCWsXHM5s2MVZWjLIyM24cc/48U1JSp/cGdZeXx1y7xixYwJiaMnJyjIMDs3w5c+0aU1ws7MoA6pORkVFERIRQXrrW0KCmprZ8+XLesqqqKq++gwcPysjINE5l9e77QkNxcbGzs7OlpeX+/fvPnz/v5+enoqISHBxctTklhTl4kBkxguFyGV1dZtYs5to15sOHei4d/tW3b9+dO3fyV1NSUqSlpUeOHMlvqaio2LdvX7t27f7+++/S0tLveY0FC5iFC79h/4SEqvSgpMSMG8ecPMkUFn7P6wrg+fPnbm5uOlJGzd8AACAASURBVDo6nTp1mjJlyltEVab2oIAMB82XKIYGHx8fLpfL+y07cODAyZMnJyYmuri4dOrUqRHLq0/fFxoYhqmsrDx+/PiECRNcXFyWLFmSmpr6mZ3Ky5l79xh/f6Z3b0ZenhkwgAkMZCIj61o0VJObmysvL189CoSFhZmamsrKyvJ6Gp49e2ZmZta1a1cJCQkzMzM9Pb179+5922tUVjLa2sz3fTcmJTGbNzM2NgyXy4wezZw8yTx/zuTkfM+pPuevv/5SVVX97bff4uPjY2Nj/f391dTUoqOj6+v8TUlmJnPmDDNrFmNkxCgoMAMHMgEBzP37TFmZsCsDaAyiGBpyc3O9vLyGDRvGMMyTJ094t7mz2WzeNYum6LtDwzfLzmbOnGGmTmXat2c0NZnJk5njx5msrMZ46WYtMTFRS0urekt8fHzbtm0lJSU/fPiQn5+vpaV14MCBp0+fdunShWGYCxcuqKqqpqSkJCUlPXjwIDs7++uvcfs2061bXQtNTWV++40ZPJgxMGDk5RlZWUZfn3FyYiZPZn777buvZHXq1OnGjRvVW7Zu3cr7Dm0RMjOZ06eZmTOZbt0YBQVm0CDm11+ZsDAEBWiBhBgaWIxgzwvOzc198OBBx44d27dv38CjLBqKnJxcYGDglClTGvVV4+IoKIiuXaNbt6hzZ+rfn/r3p169MBTrO5SVlamoqMTExKiqqvIbjY2N3759++7du4MHD547d+706dOjRo3q2rUr786IUaNG/f333+Xl5RoaGnFxcUOHDt2wYUPV9E2fNXIkmZvTvHn1WXdeHiUlUVISvX1Lt2/T5cvUvj0NHUpDhhDvxhwBJCYm9urVKzk5uXpjTk6OtrZ2XvUnBDYzmZlVsy3dukVv31KfPmRrS7a2ZGKCwaefio2NjY6OVlNTMzY2lsSzMJo1Y2PjQ4cOGQn8A6QeCTq5k4KCgqOjY4OWwsMwTH5+fnl5OZfLZTWDGxM6daJOnWjGDKqooCdPKDiYVq2ihw+pZ09ycCAHB+Ld4wcCkJCQ8PLymjp16qFDh+Tk5IgoKyuLw+EQ0ciRIwsKClgslrm5uYqKysKFC4koJSXl6tWrRkZGISEhLBarqKho0aJFw4YNu3379ue/tB4+pHv3aP/+eq5bXr7q1k0imjKFKiro77/p4kUaOZI+fCAnJxo8mJycvjybUElJiYyMTI1GaWlp3sWa5vCdwpeZSffv0927FBxMsbFkYUEODvTbb2Rhgahdm9TUVB8fn6dPn/bo0SMlJSUrK2vHjh3Ozs7CrqvZevXq1erVq8PDwzkcjrW19ZIlS1rOU3NrDQ1f+IK7evVqvdfx8uXLPXv2nDlzJikpqaSkhIg4HI6mpqa7u7uPj0+HDh3q/RUbG5tNpqZkakoLFtC7d3TjBgUHk5sblZaSgwO5uJCDAx66+lVr1qyZM2dOly5drK2tKyoq7ty54+XltWTJkj/++GP//v3l5eUrVqxwcXHh7fzbb78ZGRmZmpryfqdKS0tv2rSpR48eISEhdnZ2nzn7woW0ciVVm3C6QbDZ1KcP9elDv/xCr1/ThQsUEECTJlG/fjR4MA0d+p8nGv9LR0cnKysrMTFRW1ub33jr1i0jI6PmkBgyMigsrCooxMWRuTk5ONCmTQgKgqisrBw2bJiTk9Off/4pLi5ORHfu3BkxYkRwcLChoaGwq2uGbt++PWLEiPnz58+bN6+0tPTEiRPdu3e/fft2c/g9JYBaL09U78ZnGCYtLS00NFRHR8fDw2Pp0qX1W8TDhw8dHBxkZWUHDx6sr6+vpKTEMExOTs6LFy8uXbqUk5Nz48YNkzrP4yucyxNf9fo1BQdX/dPVrep+sLXFz8oveP36dXh4OJvNtrS01NDQ4DU+f/7cycnp6dOn/KsPgwcPjoiIOHjwYL9+/fjHzpkzp3379rNnz6550gsXaMECevqUxL9tbvX6kZlJV67QxYsUFESGhjRiBLm5kaZm9V3WrFlz8eLFw4cP6+rqEtHDhw9HjRq1ceNG/hM0mpjPBgUrKwSFbxUaGjpjxownT55Uj48BAQEJCQk7akw3AvXBwMBg/fr1AwYM4LcEBgbevXv39OnTjVaDEC9P1DoQ8lPv37+3sLDYu3dvvQ+ssLOzs7W1zc/P/3RTcXHx0KFD+/XrV/dXabyBkN+nrIwJD2eWL/9459imTczr18Iuqynx9/dv3779rl277t69e/DgQXl5eQcHhxr7eHl5Vb9ps0p5OWNgwFy61EiFfkFhIXP+POPjw6iqMvr6zPLlTHg4b9KIyspK3oCMbt26derUSUtL6+TJk8Iu9xulpzMnTzKzZjGmpoy8POPgwPzyC3PnDvN9N8cCwzAMs2fPHi8vrxqNN2/etLOzE0o9zdvbt29VVVVrNGZnZ8vJyTVmGUIcCPkNf1RxudwFCxasWLFi8uTJ9RtcHj9+vHHjRllZ2U83tWrVasqUKWPHjhXkPJGRkVu2bKltq5qamqKiYllZmYSERHJyckFBga6urmgtGxlJmJome3sXZGXpvnwpERSU/M8/Be3a6b5/L2FtndyjR0FFhUjUKarLo0aNsre3371799OnT3V0dFxcXDIzM9++fVtYWMjbJy4uTk1NjXdt4j/HnjlTMGGCrqOjRI12oSy7uCSbmBTMnaublSVx8WLy7t0Famq62dkSjo4j3dwGDBhQWloqLS0tKSlZVFQk0l/PvOXo6II3b3Rv3JC4eTO5Q4cCc3NdbW2J8eOTVVUL/v3/IhJ1NtllBQWF9+/f12gvLi7mjRcWnTqbx3JGRsa0adNqfN/Jyso6ODjExMR06NChcerp3bv3d/66rbNv64ktLCx8+fJlvRfRpUuXmzdvTp48+bNXZ2/cuNGlSxdBzqOiomJmZsbUcsHlypUrZWVlbDabiGRkZMTExER6uVs3cnOTyc4We/mSfecO/f67TF6emKUlW1WVHBxkOnQQlTpFbFleXj47OzstLU1RUfHt27f379+fP3++r68vEf3yyy8xMTEGBgZPnjzp3Lnzx2OLimR27RJbtUoU6v/PcufO1KePTE6OWFwcOziYVq2S4XDEnJxU9fXF7O1ziMTFxUWizk+XP3wQi45mb95MN27ItG4tZmfH1tKivXtltLTESkrYqqokJiaTkyPGZotQzU122cbGZtq0aXl5eYqKirx2KSmp69ev29vbC7225resqan57NmzjIwMDQ0NfvudO3eISEFBodHqeffuHQlJrWMaDhw4UKMlIyNj/fr13bp1u379ev0WcerUqZEjR/br12/UqFH6+vq8+yays7NjYmLOnj17+fLlEydOuLu71/FVRHRMg+A+fKDbtykoiIKCKC2N7O2rbuD875XvloxhmD59+vTt29ff3583IuzevXvOzs5t2rR58+aNpKRkWVmZjIxMfn5+27ZtHz58qKqqeu/evaKlS7lv3z7y8xs7dqx0Q4+CrKOUFLpwgc6do9BQateObGyoTx+ytqZ/B3YIubZbt6qe9fD+PdnYkK0t2dmRoSGe7NXQdu/evXLlysWLF/fs2TM1NTUwMFBCQuLy5cviQhmg09wtX778zp07hw4d4g2oioyMdHd3/9///ufp6dloNYjimAaZT8jLy9vZ2cXFxTXEZZKLFy/27dv30/L69u178eLFenkJUR/T8E2Sk5n9+xlPT6ZNG0Zfn5kzh7l8ueFmL24qwsLCunbtWvnfx0Zs3rxZUVGxbdu2ixcvLigoYBgmKytLV1dXW1vby8urZ7t2hTIyB5cvHzlypLa29qNHj4RU+zcqK2PCwpgNG5ihQ5nWrZn27Zlx45jdu5moqEYt4+1b5vBhZsoUplMnpnVrxtWV2bKFefr060/ugPr2+PHj8ePH9+zZ08XFZe/evdUflwP1q6KiYuXKlcrKyhYWFiYmJmpqag0x1O/LmsDkTo3j3bt3ycnJ6enpRKSioqKpqfmleXi+UZPvafisykr65x+6do2Cgig8nMzNq7ofjI1b4OM3Dx06FBQUdOjQoeqNJ0+eHDNmzLBhw06dOsVvfPLkibm5eefOnSM6dGDr6VFAABGdPn168eLF0dHRvD7AJoNhKCaG7tyh0FC6c4cKC8nKimxsyMqKTEzq/2aQt28/9ijk5lbNtmRnRwYGLfBLDlqs/Pz8yMhIDoejr6/f+FNpNYHJnRqHsrJyPaaEFkFMrGr6h4ULqaiI7t2j4GCaMoUSE8nOjhwcaODAlnP9QkFB4dNLfQkJCWJiYtXnHXnz5s327dvLy8uHpKRk5+crHjvG+zZwd3f/+eefHz16ZG5u3ohV1xmLRV27Uteu5ONDRJSaSuHhdPcuTZ9OsbFkZER9+lTFiM/NACGQ1FQKDaXgYAoNpawsMjenPn1o2jTq0QOXHqBlkpOTs7S0FHYVQlAzNLRu3fqrx2RlZTVMMVA30tJV0zwQUVoa3blDFy7QokWkqEgODjR4MDk6UrOeXNbGxsbLyysmJkZPT4/XUllZefXqVYZheDOGVVRU7NixY/HixYqKivpE83JzfdTVU+ztg4ODZWRkiKhdu3YpKSnCfA91p65OLi7Em+EqP5/Cwig0lLZsIU9P0tMjKyvq04fs7OirE9h9Nij4+JCJCXoUAFqsmqFh9erVvIXS0tL//e9/8vLyHh4eGhoaqampJ0+eFBMT27ZtW6MXCd9OTY1GjKARI6iigsLDKSiIfv2Vxoyh3r2rrl80x6niFBUVZ8+a9YOR0UgxMaeKirs6Or+rqLSSkdHX11+3bl337t19fHyio6M5HE52WtpFhjlqZPSSYYqysjZs2PC///2PiOLi4rS0tIT9PuqPnNzHHPnhAz18SLdv0969NGUKaWqStXXVOEodnar9ExIoJIRu3qSQECoqqrruMHs26esL8U0AgOiodUwDb4qx69ev86/WlJSU2NvbGxkZNdFZxprnmIZvkpdHN25U3X/x4UNVenBw+PofnaKvspL+/vtVQID05cvs1q1vq6peKi72Sk5uVVxcsndvWFbWkiVLSktLO3fu/PLlSwUFhY2Vla1LStwZ5sWLFzY2NlJSUtHR0bt3796+fXuNmfWap4oKioioGgYRGkoSEtS9Oz17RsXFVUHB1pa6dhV2lQDweaJ494SGhsb+/ftrNO7fv79t27YNOC6zITWruyfq7uVLZscOZtgwRlGRMTVlFi1ibt5kSkqEXda3u3WLmTKFUVFhjI3XKyhEnDjB31JZUbGtc+dMFuuAtXXPnj0lJSV5aWCiikoul1ucmqqtra2kpGRiYiIpKeng4NC1a9eYmBghvhWhSE1N3b9o0e8DB+7x84uPjxd2OQDwdUK8e6LWQUyVlZXJ/30OLxElJSU1sYHlUJsOHWjaNPrzT8rMpE2bSFycFi4kFRVycaGtW+nFC2HXJ4C//qI+fWjqVDIwoLCwFydO/Na6tZGHB3/773v27JOVHa6oOCE//4/4+Nju3a8pKASzWPsZRv7cuVZqamPGjBk/fjyHw2nVqtXUqVMjIiIEnEas2Th58mT37t0f5OR8cHZ+VlZmYWGxa9cuYRcFAKKr1rsnBg4cuGbNGj09veHDh4uJiVVWVp49e3bt2rXjx49vzPqgwYmLVz10ceVKev+erl+noCDasIGIqq5f2NuL3OM38/Jo9GhKSKAlS8jDgzeAv+Tp0xpTM+3du3flypWenp4UFnZ90KDO7duL9egRsHNnaO/eiywsOETZ2dmtW7eOjIwcM2ZM3WcPa3KSkpJ8fX1v3bql/++Qhblz51paWvbu3btbt27CrQ0ARFOtoSEwMPDVq1fu7u5ycnJt27ZNSUnJz893cHDYwPt1As2SklLV8En69/GbJ0+Sj8/Hx2/a2BCHI+QiX7+mIUPIyor+/LP64xA7deqUmJiYlpampqbGa0lISMjKyurevTtxOGo//DB/1aoJEybcEBOLCg/f27GjiYnJlStXWrVqxWaz+eN/G0hBQcG2bdvCw8M5HA7vFg8JEXiQ49mzZ11dXfWrDXLU0dGZMmXKyZMnERoA4LNqDQ1ycnI3btwICQkJDw9PS0vT0NAwNze3srJqzOJAmHR1yceHfHyotJTu3qVr12jhQnr1ivr2reqB0NUVQlUhITRqFC1fTj/8UGOLlJTU7NmzPTw8/vjjj3bt2hGRjIzMwoULeROiv3z5MiYmJiAggMPhpKenV1RUJCcnczgcbW3tQ4cONejsIDExMf379+/fv7+np2dpaemxY8d27Nhx48YNQW5vblCpqam8D6o6XV1d3kT6AACf+tLkTiwWy87OjvdIQGi5OBzq25f69qU1aygzk4KDKSiIVq0iKamq9NCvH8nLN0YlBw7QokV05Aj16/fZ7cuXL5eVlTU1NW3btm1RUVF2dnbXrl0dHR0vXbq0f//+N2/ezJ0798SJE61bt5aVlc3OznZ2dr5z585nH69aj3x8fJYtW+bt7c1b9fT09PPzW7x48e7duxv0db9KU1MzIiKiRmNzu+kUAOpVzVsuJ06cqK+v/9NPP61fv762Y/z8/Bq+sPqHWy7rGe/6RXAwXbtGHTpUXb+wtaWG6HhnGFqxgg4fposX6d+Jm2pTVlb24sULaWlpNTU1V1fX9+/fl5WVmZubl5SUHD9+fNGiRcuXLyeinj17bty4MSIi4urVqxcvXqz/momIKCsrq3PnzpmZmdVHEKelpXXr1i0zM7OBXlRAKSkpxsbGf/31l4mJCa8lNjbWxsYmJCSkpQ0IBWhahHjLZc3QwGKx7O3tg4ODP+235Hvz5k1Dl9UQEBoaSnFx1dSBwcEUF0c2NuTiQk5OH6cMqqOSEpo8meLj6f/+j1RUvvXoP//884cffjAzM7OxsVm5cmVOTg5vPMG4ceOcnJzc3NyUlZXz8vLExcVzc3OfPXtGREZGRvL11HcSGxs7ePDg2NjY6o2VlZWtWrUqKSkRE/YczOfPn586dWr//v0NDQ1jY2PPnz+/fv36cePGCbcqAPgyEXr2RH5+Pu9PoiaaDEAIJCU/TjuYkUEhIRQcTCtXUqtWVe39+3//Uw+ysmj4cNLQoOvXSUrqO04wfPjwffv2TZw40draeuPGjfwRiImJiWpqalJSUhISEoWFhTt37ly/fj1v/umYmBg/P7+ffvqp7rM8aWpqpqen5+TkKCoq8hufPXvWrl07oScGIhoyZEifPn1Onz798uVLExOTlStXqqurC7soABBdNUNDjeu7DMPwfm7GxcXFxcWZm5sLffQWiDQVlar7LxiGnjyhoCDauZO8vMjMrGoARPfu3/CIo2fPaOhQmjSJli6ty/MORo4c+euvvzo7OzMM8/r1a11d3eDg4Pj4eGtr66ioKHl5+T179pw7d+7x48e8y/lJSUkeHh4cDmfu3Lnf/aI80tLSo0aN8vX1/f3336WkpIjo/fv3M2fOnD59eh3PXF+UlJR8eE+6AgD4qtpmfUpMTHR0dJw8eTLDMPfv3+d1P3C53PDw8MaZdqreYUZIoSksZC5dYubMYbp2Zdq0YUaPZg4cYFJSvnLUyZNMmzbMsWN1f/3KysqpU6fq6uo6Ojrq6emNHj1aXV09JCTk7du3vXr12rBhg7q6enR0dPVDoqKi2rZtW1lZWfdXLywsHDt2rLa29sSJE0eNGqWmpvbTTz9VVFTU/cwA0DIJcUbIWp89MXz48Lt37wYGBo4ZM8bV1TUnJ2fPnj2TJ0+WkpK6cuVK4wab+oExDSIhPZ1u36bgYLpwgaSkqq5fODuTnNzHfSoqaNUq2r+fzpwhM7P6euW7d++eP38+KCjo5cuXPXv2ZLPZERERs2bNmj59eseOHd+/f19jf2Vl5ZcvX3LraWKrqKioBw8eSEpK9urVS6e+RnsAQIskQgMh+ZSUlJYtWzZ37tz8/HxFRcXTp08PHz58165dS5YsaaKPxkZoEC2VlfTPP1XDJx8+pJ49qwJEu3Y0ejSVlNDJk98x7FEQmZmZvKdSmZiYKCkpFRcXKysrZ2dnc6rNW1VaWsrlct+9eyfZrB8mDgBNkRBDw5eePSEjI0NE169f503YQERsNru4uLjRioPmTEyMTE1pwQK6do2SkmjmTEpKIk9PUlenbt3o+vUGSgxE1KZNG0dHRwcHByUlJSKSlJS0tLQ8fPhw9X3++OOP3r17IzEAAFRX6+RO5ubm+/btMzQ0XLNmja2tLZfLff/+/dGjR/W+dpc8wDeTk6MhQ2jIECKi9+9JSemze925c2fz5s0xMTHq6upubm7e3t78yQ8KCwtfvnypqqrKn0P6m2zevNnR0TEuLs7V1ZWIzpw5c/DgweDg4O98OwAAzVStPQ3r1q178+aNlZVVZGTkypUricjc3Pzu3bv+/v6NVx20QLUkhnXr1k2cONHFxeXEiRPz588/e/Zs//79y8vL8/Lypk+f3rZt2wkTJnTv3r13795Pnjz51tc0NDR88uTJhw8fZsyYMWPGjJKSkoiICAMDgzq/GQCAZqXWngZjY+PXr19HRUXp6Oi0adOGiAICAoyNjTt27NiI5QEQESUlJa1bt+7p06e8jgQDAwMHBwdnZ+cDBw6cPn1aU1MzKSlJXl6eYZgjR444OztfunQpKCgoJiambdu2bm5uZgKMplRVVd20aVPDvxUAgCbsS3fMS0tLm5mZKSoqJiQkFBUVubq6IjGAUNy8edPR0bH6pQcxMTEvL69jx47Fx8fv2rWLN4Eji8UaO3astbW1jY1NWlqavb29rKysq6vrwoULhVc7AEDz8aXQcPjw4U6dOklKSrZr1y42NtbLy2v16tW13W0B0HAKCgqqz6jIo6iomJ6ebmNjU/2xDu/fv7927Vq3bt02b948fvz4JUuWPH78+Pz581evXm3ckgEAmqFaQ8PRo0fHjRtnZmb2559/8losLCyWL1++ZcuWxqoNoIq+vv7ff/9dI7Deu3dPW1u7qKioeuNff/1lYGDQunXrly9furm5KSgo6Ojo5Ofn//rrr41bMgBAM1RraFizZs348eOPHTs2hDemnWjq1Knz5s3buXNnY9UGUMXGxkZCQmLJkiWlpaW8lkuXLu3cuXPBggXBwcHv3r3j75menp6ZmWlkZGRtbW1tbX3hwoUDBw4MHz784cOHgYGBRJSRkZGQkCCctwEA0MTVGhpev349cODAGo1mZmb4gQuNT0xM7Ny5cy9evGjXrp2Tk5OhoeFPP/105swZW1tbHx8fOzu7y5cvZ2RkRERE/N///V96enpCQoKnp+ehQ4d8fX2PHz9++vRpDoezdOnSLl26dOvWzdbWVk1Nbffu3cJ+WwAATUytd0906dLl3r17I0eOrN74/PnzTp06NXxVADWpqamdOXMmMTExOjq6bdu2+vr6bDab94ipfv36+fv7JyQkqKurDxo06NWrV9evX2cYZtOmTZ6enq9evbK1tXVxcfnjjz8mT568YMECIoqMjBw/fnx+fv68efOE/c4AAJqMWkPDjBkzfHx8pKSkxo0bR0QZGRn79u3bsGHD2rVrG7E8gP/Q1tbW1tYmooKCgkmTJv3zzz/29valpaVv374dNWrUxo0b2Wz2sGHDevXq1bp168jIyAkTJly9enXNmjX79u2Tl5dPT0/nncfAwOD06dNmZmazZs3iPywbAAC+rNbQ4OXllZubu2rVqoCAACJycnKSlpb28/ObOXNmI5YHLc6HDx94j5D+slmzZsnLy0dFRfEeGJGbm+vm5rZ+/foFCxb07NlTV1dXWVlZSkqqb9++AQEBampqvr6+LBar+qjJ9u3bq6iovHr1CpOcAgAIqNYxDSwWa968eUlJSffv3z916tTdu3eTk5NXrFjBYrEasz5oIUpKStasWaOpqamsrNy6deuZM2dmZ2fXtnNhYeGZM2cCAwP5j5hSUFAIDAzkD1Po16/fs2fPNDU1x44dq6amFhERUVZWZmZm1rp16+rnKS4uRjcDAIDgvjRPAxHJyclZWFi4u7v37t370xvlAerLyJEjHzx4cOvWraKiosjISCKysbGp7eloycnJampqvAmd+AwMDBITEysrK4lo4sSJXC533759ioqKbdq0GTJkSNeuXWNiYgYPHszf/8GDB5WVlbq6ug35tgAAmpXPhIbU1NTjx4/fuHGjpKSE18IwTFpa2qNHjy5cuNC3b9/GrRCavzt37sTGxp4+fZo35aiqqurWrVs7dux44MCBz+6vrKycmZlZXl5evTEtLY3L5YqJiRGRpaXliBEjkpOT7ezsdHV1ZWVl37x5k5eXFxISkp6enpube+zYMVdX102bNqHnDABAcDVDQ1hYWNeuXT09Pe3t7Xv37p2dne3q6iovL6+urm5mZjZkyJDbt28LpVBoxv7+++9BgwaJi/9nhM2wYcPu3bv32f2VlZWNjY137dpVvfGXX35xc3Pjr5qZmb179+7Ro0ePHj3ijX9s06bNqlWr9PX1dXR09u/ff+rUqeHDhzfAuwEAaLZqDoRcunSppKTk0aNHW7duvXDhwu7duxcUFPj7++vp6YmLi6urq3fu3FkohUIzxjAMr4egOhaL9YU5y3fv3t2/f/+///578ODBJSUlx44dy8rKCgoK4m1NT0+fPXv29u3bFy9eHB8fr6WlVVhYaGlpOXny5H379r148UJaWroB3w8AQDNV8yf148ePf/jhh4EDB5qbmwcEBCQmJv7888/z5s0bNGiQk5OTkZGRpKSkUAqFZszCwuLKlSu84Qh8Fy9e7NWrV22HdOrUKTIy0szM7Ny5c7du3Ro5cmRYWJjSv4/Vvnr1qqOj482bN+fNm6elpUVEMjIyvr6+b9++NTAwuHbtWoO+HQCA5qpmT8P79+95P2SJiHdDfIcOHRq7KGhh7OzsNDU1PT09N27cqKGhkZubu3r16mfPnn06pqGyspLfJyEtLT1nzpzPnvDdu3fq6uqRkZHu7u78xrZt22ZkZHTp0gWzmgIAGyNKsAAAIABJREFUfJ/PDITkPzOQt4CRYtAITp8+3blzZyMjozZt2mhpaWVnZ4eEhFS/iHDq1KkePXpIS0u3bt16/PjxSUlJXzhb+/btIyMjVVVVExMT+Y3Pnz/v0KEDb+LIBnwnAADN11duuQRoHNLS0qtWrXr37l10dHRubu6ePXtUVFT4W9esWbNq1apNmzbl5eXFxMR07tzZ0tLy7du3tZ3N2dk5JiZGXV09MDAwNzeXiJ49e7ZlyxZzc/P79+/379+/Md4SAECzU+uMkABCUWP+JSLKzs5ev359VFSUmpoab4elS5eWlJSsXbt2+/btnz2JlJTUuXPnRo8enZ+fr6mpqampmZqaam5u/uOPP+7fv19BQaHB3wYAQHP0mdDg7e39ww8/EBFv7PqAAQP4Fyx4aptyB6AhhIeHm5iY8BIDn5ub24QJE75wlLGxcURERHBw8PXr19+8edOzZ09jY2PebUENXC8AQLNVMzQsWbJEKHUA1KaioqLGFA5EJC4uXmNyp0+Ji4s7Ozs7Ozs3WGkAAC1LzZ/Fq1evFkodALXp0aPHw4cPc3Jyqk9kfuXKFXNzcyFWBQDQAmEgJIg6VVXVCRMmDBs2LC4ujogqKyv379+/YcOGhQsXCrs0AICWBQMhoQlYt27d1q1be/fuLSEhkZ+f37Nnz6CgoC5dugi7LgCAlgWhAZoANps9Z86cOXPmpKamKigoYBJoAAChQGiApgTzMgEACJFIhAY/P7+v7rN+/fpGqAQAAABqIxKhgcVi7d27Nzs7W0lJicvlfnYfhAYAAADhEonQsG7dOh8fn65duy5atEiQXgcAAABofCIRGoioU6dOFhYWdTxJdHT0pk2battaUlJSWFhYx5cAAABosUQlNBDR2rVrlZSU6nIGLpdrampa29aDBw9yOJy6nB8AAKAlE6HQYGNjU8czqKmp+fj41LZ13rx5EhISdXwJAACAFktEZ4SsqKjw8/NLTk4WdiEAAABQRURDA8MwGzZsyMzMFHYhAAAAUEVEQwMAAACIGoQGAAAAEIiIhgYxMbFr16516NBB2IUAAABAFdENDQ4ODnJycsIuBJqP3NzcxYsXm5ubGxoajh07Njo6WtgVAQA0MSIaGgDqV2pqao8ePXJzc7dv337ixAkLCws7O7uLFy8Kuy4AgKZEhOZpAGg4/v7+np6eP//8M2/VwMDAzMzMw8NjwIABbDZbuLUBADQV6GmAFiEoKGjSpEnVW3r16iUnJxcVFSWskgAAmhyEBmgRioqK5OXlazQqKCjgcSQAAIJDaIAWwcDAIDQ0tHpLbm5uTEyMnp6esEoCAGhyEBqgRfjpp5/mzZv3+PFj3mpWVta4cePGjh2rqKgo3MIAAJoQDISEFsHZ2TkgIGDo0KGtW7eWkZGJjo6eMmXKqlWrhF0XAEBTgtAALYWHh8ewYcMiIyOLiooMDAzQxwAA8K0QGqAF4XA4PXr0EHYVAABNFcY0AAAAgEAQGgAAAEAgCA0AAAAgEIQGAAAAEAhCAwAAAAgEoQEAAAAEgtAAAAAAAkFoAAAAAIEgNAAAAIBAEBoAAABAIAgNAAAAIBCEBgAAABAIQgMAAAAIBKEBAAAABILQAAAAAAJBaAAAAACBIDQAAACAQBAaAAAAQCAIDQAAACAQhAYAAAAQCEIDAAAACAShAQAAAASC0AAAAAACQWgAAAAAgSA0AAAAgEAQGgAAAEAgCA0AAAAgEIQGAAAAEAhCAwAAAAgEoQEAAAAEIkKhoby8PD4+vqioqEZ7YWFhWlqaUEoCAAAAPpEIDRUVFStXrpSXl9fV1eVyuXPnzi0rK+Nv/e2339TV1YVYHgAAABCRuLALICLavn27v7//zJkzra2t7969u3Xr1szMzMOHDwu7LgAAAPhIJELDrl27pk+fvnnzZiJyd3c3NjaeNGmSm5vb8OHDhV0aAAAAVBGJyxPx8fF9+vThr06cONHNzc3Pz6+4uFiIVQEAAEB1IhEatLW1w8LCqrds2rTp/fv3M2bMYBhGWFUBAABAdSJxecLb23v+/PlFRUUDBw7s37+/lJSUpqbmrl27Ro4cyWKxOByOgOeJjY3dt29fbVtLS0s/vTUDAAAABCQSoWH27NllZWUBAQG7d++Ojo7W09MjIg8PDxaL5evrm5GRIeB5ZGRklJSUauuc4HK5nTp1qreiAQAAWhiW6PT/MwyTkpKirKwsKSnJbywtLb1z587r16+9vb3reP5evXoFBgZaWlrW8TwAAABCZGxsfOjQISMjo8Z/aZEY08DDYrE0NDR4iaGiosLPzy85OZnD4djb29c9MQAAAEAdiVBoqI5hmA0bNmRmZgq7EAAAAKgioqEBAAAARA1CAwAAAAhEREODmJjYtWvXOnToIOxCAAAAoIpI3HL5KTExMQcHB2FXAQAAAB+JaE8DAAAAiBqEBgAAABAIQgMAAAAIBKEBAAAABILQAAAAAAJBaAAAAACBIDQAAACAQER0ngYAAIDm58qVKzdu3MjNzTUxMZkwYYKUlJSwK/o26GkAAABocCUlJUOHDl28eLGqqmrPnj1v3LhhYGAQHR0t7Lq+DXoaAAAA6iQmJsbMzKygoIC32r9//9u3b/OWHR0dL1y4QETr1q0TExMLDw9ns9lE5O3tvW/fvnH/396dxjVxtX0APjEQdiRsCgmggpVF5UFFClQri2iLgiCiFLVWBEu1bqDW9ZHaTZHWutUqFltFqwgUBRRrQVst9YFa9wUpteKCiAQJgizJvB/mdX5pIGFAICX8r0/JyczJPeecnNyZLTNmFBYWqirsdkDSAAAA0H4SiWT27NnPnz9nSm7dunX8+HELCwtCiJ6eHl14+PDhpKQkOmOgzZ49Oy4urri42M7OrotjbjckDQAAAO23detWoVD4v//9j37a2Nj46NGjUaNGaWj84xv20aNHVlZWcutaW1uXlZV1o6QB5zQAAAC0059//rlz587PPvuMKbl7966Ojk5wcLCtrW1YWNi9e/focmtr61u3bsmuK5FIiouLbWxsujTil4OkAQAAoD2kUmlkZGRCQoKhoSFTWFZW1rdv37lz52ZlZfF4vNDQULp81qxZK1euFIvF9FOKoj766KMhQ4Y03/3wb4bDEwAAAO2RmJhoaWnp7+9fUVHBFHp6ejLXROzYscPQ0PDx48dmZmbR0dG3b992cHAICgoyNDQ8deoUl8tNTU1VUezthKQBAACgPXJzc7Ozs01NTaVSqUQiMTU1zczM5HA4dXV1Y8aMIYTweDwul6upqUkI6dWr1+bNmyMjI/Py8sRi8Ycffujn58fhcFS8DW2EpAEAAKA9tm/fXldXRwiprKx0cXG5ePGimZlZfn5+UFDQsWPHhgwZ8umnn7722mtGRkbMKk5OTk5OTqoL+WUhaQAAAGgPExMT+oG2tjaHwxEKhYSQMWPGrFmzJjQ0tKamxtvbe//+/SqNsYMhaQAAAHgppqamTU1NzNMlS5YsWbJEhfF0Hlw9AQAAAKwgaQAAAABWkDQAAAAAK0gaAAAAgBUkDQAAAMAKkgYAAABgBUkDAAAAsIKkAQAAAFhB0gAAAACsIGkAAAAAVpA0AAAAACtIGgAAAIAVJA0AAADACpIGAAAAYAVJAwAAALCCpAEAAABYQdIAAAAArCBpAAAAAFaQNAAAAAArSBoAAACAFSQNAAAAwIqGqgPoUhkZGZcvX+7warOzs/X09Hr16rkZmEgk0tLS0tXVVXUgKlNfX19dXW1mZqbqQFTp/v37AoFA1VGoUllZmampqYZGz5pXZVVXV3M4HAMDA1UHojJNTU1SqdTHx6dT3+XJkyedWr8SPWhwR0REFBQUVFZWdnjNOTk5AoGAx+N1eM3dRVlZmZaWFp/PV3UgKiMWi58+fSoUClUdiMpIpdLbt28PGjRI1YGo0p07d/r06aOjo6PqQFTm8ePHHA7H1NRU1YGoTG1t7dOnT42MjDr1XSZPntyvX79OfQtFOBRFqeSN1cnAgQOPHz9uZ2en6kBU5r333hsyZEh0dLSqA1GZtLS05OTk1NRUVQeiMmKxWCAQVFdXqzoQVXJ3d//iiy9effVVVQeiMmvXrtXU1FyzZo2qA1GZn3/+ec2aNWfOnFF1IJ2l5+5RBwAAgDZB0gAAAACsIGkAAAAAVpA0AAAAACtIGgAAAIAVJA0AAADACpIGAAAAYAVJQwfQ0NDoyfeAI4RoaGhoamqqOgpV0tTU7OFjgMvl9vAxQDAVYCroAWMAN3fqAE+ePDExMVF1FKokFou1tLR68j0xJRKJWCzu7NvA/cvhg1BZWcnn8zkcjqoDUZna2loOh9OT74lJUZRIJDI2NlZ1IJ0FSQMAAACwgsMTAAAAwAqSBgAAAGAFSQMAAACwgqQBAAAAWEHSAAAAAKwgaQAAAABWkDQAAAAAK0gaAAAAgBUkDQAAAMAKkgYAAABgRZ3/VwNU6Pnz52VlZbIl+vr6pqamqooHuhJ6HwiGgZrCnoZ2Wrp0aWxsrJIFjhw58uqrrxoZGfn4+BQWFnZZYF2AzaZlZ2f3/6cPPvigi+PsDCy7Fb2vlr0vpydPAjTlLaDGw0AikXz++eeOjo56enpDhgzZtm2bRCJpcUn1GwNIGtqjuLj4m2++UbJAVlbW1KlTbW1tN23a1NjY6OvrW1xc3GXhdSqWm1ZSUmJpaZkuY968eV0fbcdiue3ofbXsfTk9eRKgtdoCajwM4uPjY2Njx44dm5iYOGrUqAULFnz88cfNF1PPMUBBW5w5c+a1116j/y49JiZG0WJeXl7e3t5SqZSiqOrqagsLi+XLl3dhmJ2I5aZFR0f7+Ph0eXSdi+W2o/fVsvcZmARYtoC6DgOpVMrn8yMjI5mS999/X0dHp7GxUW5JtRwD2NPQNsbGxoGBgZ9++qmSv0t/8uRJXl7etGnTOBwOIcTAwGDixImpqaldGGZnYb9pJSUlAwYMIIQ0NTV1dZSdg+W2o/eJOva+rB4+CRB2LUDUdxg8ePBAJBL5+/szJaNHj66rqystLZVdTF3HAJKGthk8eHBsbGxsbCyfz1e0zP379wkhTk5OTImjo2NpaSlFUV0RYmdiv2klJSVFRUWDBg3i8XgDBgzYtGmTomN+3QXLbUfvE3XsfVk9fBIg7FqAqO8wMDExuXHjhp+fH1Ny7tw5Ho/Xp08f2cXUdQzg6omO9+jRI0KI7MfJ2Ni4vr5eLBYbGhqqLq4OwHLTJBLJnTt3njx5EhcX179//6ysrKVLl9bV1a1Zs0YFQXcQltuO3lfL3m8rNR4GLKnxMNDW1ra3t2ee7t27d+vWrfPnz9fV1ZVdTF3HAJIGZaRSqVQqpR9zOBwul8t+XXqXFI1OLRsbGzs2vC4g1wJyD4iCTWtqavruu+9cXV1tbW0JIf7+/vX19Z999tnKlSvb1Ib/Qiy7VT16v0U9uffbSo2HQat6wjC4f//+okWLjhw58tZbb23cuLHFZdRvDODwhDK5ubmaLyxfvpzlWubm5oQQkUjElFRVVfF4POXH//6d5FqA5aZpaWlNmzaNnixoEyZMqK2tLSkp6bLIOxzLbVen3pfTk3u/rdR4GLCk9sMgJSVl8ODBFy5cSEtLS05O5vF4cguo6xhA0qCMm5vbHy8sXryY5VpCoZAQcuvWLaakqKhIKBTKppzdhVwLsNy00tLSEydOMLsoCCG9evUihHTrnXIst12del9OT+79tlLjYcCSeg+DI0eOhIaGBgcHX7t2LSgoqMVl1HUMIGlQxsDA4D8vCAQClmuZmJiMGTOGOUu2vr4+Kytr8uTJnRZmJ5JrAZabVllZ+cYbb2RnZzMlx44ds7GxoVPvborltqtT78vpyb3fVmo8DFhS42HQ0NAwb968iIiIxMREbW1tRYup7RhQxXWe6sDW1lbuAuVNmzb5+PiIxWKKojIzMzkczpIlSzIzMydNmtS7d+/i4mIVRdrBlGwa0wJSqXT8+PHGxsbx8fEHDhx45513CCFHjhxRbeQvj822K1+su+vJvd9cj50EGEpaQI2HwU8//UQIiY6Ojv+nmpoaqgeMASQN7dT80xIREUEIEYlE9NNDhw6NGDHC0NDQy8ursLBQFTF2FkWbJtsCIpEoOjra0tJST0/P3d09OztbdfF2JDbbrmQxNdCTe19OT54EaMpbQF2Hwa5du1r8Bf7w4UOqB4wBDtXNrxkFAACAroFzGgAAAIAVJA0AAADACpIGAAAAYAVJAwAAALCCpAEAAABYQdIAAAAArCBpAAAAAFaQNAAAAAArSBoAAACAFSQNAAAAwAqSBgAAAGAFSQMAAACwgqQBAAAAWEHSAAAAAKwgaQAAAABWkDQAAAAAK0gaAAAAgBUkDQAAAMAKkgYAAABgBUkDAAAAsIKkAQAAAFhB0gAAAACsIGkAAAAAVpA0AAAAACtIGgAAAIAVJA0A6mPRokWclpw6daqmpobD4cyaNYteMi0t7fvvv2/+mL2dO3eampp2SNh9+/bdtm1bh1QFAJ1KQ9UBAEBH0tPTa/4F7OjoyOVyfXx8HB0d6ZK0tLSamppp06bJPQYAUAJJA4Ba0dbWZnYnyDl16lTXxgIA6gaHJwB6in79+m3atIkQ8uqrryYnJ2dkZHA4HHt7e+ZxVVUVRVF79uwZPny4np7e0KFDZQ9biMXiqKgooVAoFArnz5/f0NDQ/C2Cg4NdXFyYp1KpVCAQREVFEUKqq6ujo6MFAoGWltaAAQPi4uKkUmnzGvT19ffu3cs8nTNnzvjx4+nHSmK7dOnS+PHj+Xy+iYlJcHBwaWnpS7YVALQISQOAWpFKpRX/VFtbK7dMSkpKQECAj4/P7du3T5w4wTw2MDD44osvIiMjPTw89uzZ4+zsHBYWlpycTAihKCogICA5Ofndd9/96KOPLly4sHbt2ubvHhIScvHixb///pt+ev78+QcPHkyfPp0QsmTJkkOHDs2ZMycpKWn8+PHr1q1r64kUimKrra0dN25cVVXVhg0bVq5cefbs2YiIiHY0HQC0jgIAdbFw4cLmn/H//ve/9Ks2Njbx8fH04/Dw8MDAQLnHYrG4d+/ey5cvZyqcOnWqnZ0dRVF5eXmEkCNHjtDldXV1VlZWJiYmcgE8ffqUx+Nt2bKFfhoTE2NlZSWRSCiKmjRp0u7du5klhwwZsnTpUvpxnz59tm7dSj/W09NLSkpiFouIiBg3bpzy2AoKCggh586do8v3798/e/ZsqVTa9vYDgFZgTwOAWjEwMPjxn2bOnMly3evXrz99+nTGjBlMyVtvvVVSUtLY2FhYWGhgYBAUFESXa2trh4aGNq/B0NBw3LhxGRkZhBCKolJTU8PDw3v16kUISU9PnzNnDiHk4cOHBw4cKCoqavHwRDtis7a21tXVXbx4cUZGhlgsDg8P37NnD4fDYV85ALCEEyEB1AqPx/P19W3fuvSpAIMHD5Yrf/DgQVlZmaWlJf31TxMIBC1WEhISEhERUVVV9ddff925cyc8PJwuv3z58ooVKy5cuCCRSEaOHGlkZMQmJIqiWo3Nxsbm5MmTq1evDg4O5nA4gYGBy5Ytc3NzY1M/ALQJkgYA+H99+/YlhOTk5Jibm8uWm5mZCQSCBw8eSKVSJm94+PBhi5VMnDiRw+FkZ2dfv37d2dmZ/pqvrq52d3efNm3aiRMnhg4dyuFwRo4cySaksrKyVmMjhHh6eubl5YlEotOnT2/dutXT0/PmzZt2dnZt2nwAaBUOTwDA/3N0dNTR0bl///5/Xjh//vyWLVt0dHRcXV3FYnF6ejq9ZH19/eHDh1ushM/n+/r6ZmRk0Mcm6MLz58/X1tauW7fO2dmZw+FUVFRcv369xdW5XG55eTn9WCQSnT17ttXYUlNTBw4cWFlZyefzg4KCEhMTJRJJUVFRRzYNABBCsKcBoGfS1tYuKCjIzc0dNWqU7OPY2Nj58+f//fffTk5OBQUFCQkJcXFxHA7H09PTx8dn5syZN27csLa23r17t+yhCjkhISHR0dGNjY1hYWF0iZ2dHZfLnT9/fkhIiEgk2r59u6am5unTpy9duuTs7Cy77rBhwxISEoRCoa6u7oYNG2xsbOhyPp+vKDZnZ+e7d++GhoaGhYVJJJKDBw8aGRmx3JMBAG2j6jMxAaDDLFy4sPkVDQzZqyfOnj1ra2urr69fVVUl+1gqlW7evHnw4ME6Ojr29vabN29mLkMQi8WRkZFCodDCwiI6OjorK0vRe1VUVHC5XC8vL9nC5ORkOzs7PT09Dw+P7OzsnJwcCwsLOh7ZqyeKioq8vLzoOzEkJiauX7+evnqCoiglsR09enTYsGG6urrGxsZ+fn4FBQXtb0QAUIxDvTjPCAAAAEAJnNMAAAAArCBpAAAAAFaQNAAAAAArSBoAAACAFSQNAAAAwAp33bp1qo7h366hoWHTpk3FxcX/+c9/VB1LR3r57VLXlmkVmq590G4qhy6Al6Xqaz67iOyF4G2yYsWKHTt2ZGdna2lp5efnM+Ut/p0gIWTVqlXtDlIsFhNC3n77bfppamrqwYMH2xewolevX7/u4eFB/+sgRVHNt6utWqyhsLAwICBAIBDo6Og4OjouX778yZMnbGprdzfJOXfunL+/v4mJiba29qBBg+bOnXv79m36pZUrVxJCSkpKmIXpP2iOjY1lSqRSqbm5ube3N/XPexvI6vCma1NgckOFva+++krJjRy6Y7tRFOXj4yP7GTQ2Nh4/fvyFCxfoV9vdVirRTbsgJiZGtgt0dXVdXV1/+OEH+tWDBw8SQk6fPi1Xz5YtWwghRUVF7Y5EifbNn+2ooampKSEhwcHBQVdXd/DgwVu3bm1qamJeTUlJcXNz6927t7e3d4u3D4mNjY2JiXmZOLsYDk8oU1RUdOjQodmzZ7/xxhvJycnz5s1rbGxkXqX/w1dOcHBwu9+Oy+X6+Pg4OjrST9PS0uhJoR0BK1rAwcHBysrq22+/pZ+2uF1t0ryG8+fPu7u7P3z4cNWqVd98801QUNDu3bv9/Pzq6+vb9xZtFR8fP3r06Hv37kVFRW3evHnixIlHjx51cXHJz88nhIwZM4YQQj+mnTp1ihDy448/MiV37twpLy9//fXXlbxLhzddmwKTGyodopu2G23QoEH0BzAxMXHBggXXrl3z8fGh/x2jM9qqk3TrLtDR0WGmwbi4uNra2kmTJuXm5hJCJk6cqKur2/y+42lpaS4uLgMHDmxfGMq1Y/5sXw3x8fGxsbFjx45NTEwcNWrUggULPv74Y/qlrKysqVOn2trabtq0qbGx0dfXt7i4WHbd4uLib7755mWCVAFVZy1dpH0/YefOnbtmzZoWX1J+670OER4eHhgY2KZVlATMyM3NfeWVV5hb6XW4wMDAV155pa6ujikpKCgghBw5cqTVdV9+T8OZM2cIIQsXLmxoaGAKKysrnZ2dHRwcpFJpTU2NhobG/Pnz6ZekUmm/fv1cXFwIIQ8fPqQLDxw4QF78MFL0c63DtTWw9lG0p6H7thtFUT4+Pq+//rpsye+//04I2bt3b9cE0CG6dRfExMT07t1btkQkEhkbG0+aNIl++tZbb5mbm8v+BC8vL+/Vq9enn37aSSG1Y/5sRw1SqZTP50dGRjIl77//vo6OTmNjI0VRXl5e3t7e9GRbXV1tYWGxfPlyerEzZ8689tprGhoahJDutaehJyYNtra2SUlJixYtsrS0HDBgwFdffVVWVhYQEGBkZGRjY3Po0CF6serqan19/atXr7ZYYatJQ21t7fvvv29tbW1paRkVFZWRkcEsT++iYJaMiIhgbpTLfM5l/9g3KirK0tKS+Zqvr6/v3bv3J598IveOsgEvW7ZM0SpNTU0WFhY//fQTu5ZrMwcHh5CQELnC2NjYEydO0I+bmprWr1/v4OCgr68vuw+T+mc3PX369N1337W0tOTxeP3791+3bh1zVMXGxubAgQNr1qwxNjZmdt7SRo4c6eTkRH9iZV2/fn3fvn01NTUURbm7uw8bNowupxP/7OzsXr167du3jy5csGCBlpYWnffY2Nhs3LgxLi7O1tbW0NBw8uTJLA+1tENbA2O+EmxsbPbt2xcfH+/g4GBoaDhlyhQmyOrq6sjISIFAIBAI5s2b9+WXX7Y4brt1uzVPGu7du0cIycrKop/KtpWS4cdyZlAyMi9evDhu3DgjIyNjY+OgoKC7d+8qL5fVrbugedJAUZSPj4+TkxP9+NixY4QQ2Wlnz549hJDi4uJWK1fSZYrmUtn5848//iCEXLt2LTQ01MTEZNCgQR9//DHTZWxqEIlEimKjR5psSCkpKYSQkpKSiooKQsiuXbuYl6Kiouzs7OjHV65ciY+Pj4+PNzY2RtLwbySXNFhZWS1cuDAnJycwMJAQYm1tvX79+hMnTri6uurp6T1//pyiqKNHj/bp00fRL/KFCxfy+fzHzdTX19MLTJgwQUdH58MPP0xKSvLw8DA3N29T0nD37t2AgAAfH5/bt2/TP0F+//13epnjx48TQuS+LOUCpv8bUNEqYWFhixYtarXRioqKBg0aNHr06EuXLtElu3btUvL5oU2fPl1LS2vDhg2KZqh58+ZpaGisWrXq+++/p//QKC0tjX5JtpsiIiL4fP7atWuTk5Ojo6MJIcnJyUwreXt729raLliwQPZdqqurCSFffvklU1JTUyPbO3TPrlixgsvl0rPwzp07DQ0NGxsb3dzcZs6cSa/l6uo6evRo5r0sLS2DgoKOHTu2bt06TU1N5qceGzt27Lh37x7LhdsamGzS4OnpGRAQkJWVtXXrVh6P995771EUJZVKx4wZo6uru379+qSkJHd39969ezdPGrp7u/n4+Hh4eNChPnr06MKFC4GBgc7Ozs+ePWveVkqGH8uZQdHIfPbsWZ8+fdzc3L7++utNmzaZmZmNHTtWSbk6dUHzpKGpqWnAgAHM/4/U19fz+fz8Xhl7AAANHUlEQVS5c+cyC/j7+48YMYJN5Uq6TNFcKjt/0tmVnZ3dlClT9u3b99577xFCVqxYwb4G2R0kcurq6m7cuFFbW8uULFq0iMfjPXv27NKlS4SQc+fOMS9t3rxZS0tL7jvF1tYWScO/kVzSwHxJX716ld4lSD9NTU0lL07MiYmJ8ff3V1ShohMhjx8/TlHU+fPnCSGHDx+mF66rqxMKhW1KGiiZnWNNTU1mZmZxcXF0+Zw5c5hfG7JkA1a+SkJCgouLS6uNNnfu3FWrVn355Zd8Pj8hIaG0tFQgEDATsSLl5eX+/v6EEE1NzdGjR3/44YcFBQXM56S0tFRDQ+Pzzz+nn0ql0jfffNPZ2Zl+KttNkyZN2r17N1PtkCFDli5dyrRSv379mkdCHwc5efIkU7Jq1SrZ3qFPa8rJySGE5OXlURQVEhJCN/KaNWv69u0rlUpra2s1NTWZozw2NjaOjo7M75Lw8HAPD49Wm45hY2PD/oyztgYmmzTY29szU9vbb789cuRIiqLy8vJkDwzV1dVZWVk1Txq6e7vJnQhJCOFyufQnkamNbivlw4/lzKBoZNLNyHxJ7N+/f/bs2VKpVFG57CZ09y6IiYkxMDB4+MLVq1ejoqIIIVu2bGGWiYqKMjU1pXelVFdX83i8jRs3tlqz8i5TMpcy8+dff/1FCBk/fjzT5kuWLNHV1a2srGRZA3tJSUlcLpceNidPniSEXL9+nXn1u+++I4Q8ffpUdpVulzT00BMhPTw86AeDBg2SffrKK68QQiQSCSHk5s2bAwYMUFKJgYHBj82MGDGCEJKfn29gYDB58mR6SW1t7dDQ0HZHy+VyJ0yYkJmZSceWkZExZcqU5ovJBqx8lf79+9+8eZNq7b/K9PT05s2bt2DBgtOnT6ekpFhZWU2YMEFXV1f5WmZmZpmZmffv39+zZ0///v23b9/u6uo6atQo+qy0y5cvNzU1Mf+YzOFwpk6devny5eanSaanp8+ZM4cQ8vDhwwMHDhQVFUmlUubV4ODg5pE8f/6c3namZNasWXS/nDx5kvkrZw8PDy6Xm5+fL5FIcnNzfX19CSF+fn5lZWVXr179448/GhsbZU8l8/f3Z9bt27cvPTw6Q1sDkzVx4kRmw5kgCwsLDQwMgoKC6HJF47C7txshZOjQocxnMCMjY/bs2W+++WbzM+9aHX5sZgZFI9Pa2lpXV3fx4sUZGRlisTg8PHzPnj0cDkdRuWxgatAFYrHY4oXBgwfv2rXrnXfeoffE0MLCwioqKk6fPk0Iyc7ObmhoaHEek8N+xlBu5syZTJvPmjWrtrb2+vXrbapBufv370+ZMuWdd96ZOnXqxo0bmXLZjqan3Haff/ovoaHqAFSDx+MpeUorLy8fPny48kroD21zpaWllpaWzMeVECIUChXV0+qXNyEkMDAwKSnp4cOHRUVFjx8/bvHDJhewklVMTEzq6upqamoMDAyUvGlCQgL9YOjQofn5+Y8fPzY1NVUep1QqbWho4PF4lpaWM2bMmDFjRkNDw+HDh6OjoxcuXHj48OEHDx5wOBxzc3NmFQsLC4qiysrKbGxsZKu6fPnyihUrLly4IJFIRo4caWRkJPuqbA0Me3t7QkhRUZG3tzddYmdnZ2dnRwi5e/cuk3PQR0Z//fXXixcvVlZW0r9T3dzcDAwMTp48yeFwNDU13d3dmWrNzMyUb3VHaWtgsloMsqysTG4cCgSC5ot193YjhPD5fNkPY0BAwJ9//vnRRx/JJUmtDj82M4OikWlubn7y5MnVq1cHBwdzOJzAwMBly5a5ubkpKpetUw26QFdXl94fQwjhcrkODg5yk96oUaMsLS0PHTrk6+ubnp7u5ubWr1+/VqtlP2MQpXOpbDD0Y/p0BPY1KJGSkhIVFWVsbJyWlsbk6HTMIpGIWayqqorH4xkbG7fjLf49euieBjbkfgq0ibm5+YMHD2R/GdO/s1tUVlbWaoW+vr7a2trZ2dmpqanDhw+3tbVtvoxcwGxWaRMzM7NW26SkpERHR+enn35iSng83vTp06dOnfrrr7+SFx/48vJyZoFHjx6RZklAdXW1u7t73759T5w48ejRo8zMTGtra9kFZH+TMUxNTfv3779nzx7ZlqedOHFC9umYMWN+++23H3/80dLSkp6vNTU1vby8fvzxx99++83V1VV2N0Y7RoKNjY22tra2tvbff/89evRo+vHPP//c6optCkxWi0EKBAI241AN2q25oUOHNv9WYDn8lFA+Mj09PfPy8ioqKlJSUkQikaenJ31AXVE5Qw26QFNTc/wLY8eObf4zicvlTps2LS0traamJisri+XO1zZ1mZK5VLaGBw8e0DW3qQZFjhw5EhoaGhwcfO3aNSZjIC9Sk1u3bjElRUVFQqHwZb5Z/g2QNChkbm4umyS2iYuLi1gsTk9Pp5/W19fTp9TSuFwuM4JFIhF90qJyenp6Y8eOPXr0aHp6uqJ9enIBK1nlyZMnOjo6+vr6bd2uVg0YMMDIyGjbtm2yc19jY+OFCxfoq7GdnZ25XC5z9TNFUQcPHhw8eLCOjo5sPefPn6+trV23bp2zszOHw6moqGC5L3HDhg2FhYVr1qyR3RN78+ZNuSPEr7/+ekVFxe7du319fZnPsJ+f35kzZ3755Rfll7mzcerUqYsXL168eNHS0vK7776jH9OHrpTr2MBcXV3lxmHzPfa07t5uciiKOn/+PH1MQRbL4aeEkpGZmpo6cODAyspKPp8fFBSUmJgokUiKiooUlcvVrGZd0KKwsLDKysqVK1fW1NSwOTZBWusy9nMpfYMp2t69e7W0tJycnNpUQ4saGhrmzZsXERGRmJiora0t+5KJicmYMWOYvS/19fVZWVnMMevuq4cenmDD3t7+xo0bShZ4/vz53r175QqNjY0DAgJ8fX3pU5pv3LhhbW29e/fu6upq5hM+bNiwhIQEoVCoq6u7YcOG5jvZaNra2gUFBbm5uaNGjdLU1AwICIiKiqIoStGHrXnAilb566+/7O3tOyPh7dWr1/bt28PDw11cXKZMmWJhYVFeXp6SknLlyhX6FjRCoXDu3LnLli2rrKx0cnLKyMjIzs5OS0uTq8fOzo7L5c6fPz8kJEQkEm3fvl1TU/P06dOXLl1ydnZWEkBISEh0dPQnn3ySk5Mzbtw4oVB4+fLlffv2LVu2bNeuXcxinp6eXC63pKRE9jbqfn5+z58/Lysre/mZl7lfjaamZr9+/ehfhGx0bGCenp4+Pj6y41D2UIWs7t5uZWVlzIexrq4uOzs7Pz//0KFDcouxHH5KKB+Zd+/eDQ0NDQsLk0gkBw8eNDIyGjlyZFVVVYvlcjV39y5gY/jw4XZ2dtu2bfPw8LCysmKzivIuUzKXMvMn/UY5OTlvv/22n59ffn7+9u3bly1bZmJiwrIGegZuMbyzZ8+Wl5fzeDzmYC4tOjpaT08vNjZ24sSJMTEx3t7eiYmJIpFo7ty5bWqxhISE48eP//DDD/r6+ooet6nCDtDlp16qhtzVE8wdRehzUtLT0+mnV65cIYTcuHGDoqhjx46Zm5srueSyxfZkTuutrKycMWNG3759BQLB/Pnzt2zZwpy1XlRU5OXlpaenN3To0MTExPXr17d49cTZs2dtbW319fWrqqooiiorK+NwOEouUmoesKJVwsLCFi9ezLLp2iEvL2/8+PECgUBLS8vW1jY0NJS5+JOiqMbGxri4OHt7ez09PSX3aUhOTrazs9PT0/Pw8MjOzs7JybGwsKAbp9W71qSnp/v7+1tYWPTp0ycgICAzM5OiqICAANmbwtIHlWUvKpNKpTY2Nlwut7q6mimUe6+YmBg3Nzf2TdGmU9DbHZhckMuXLx8+fDj9WCwWR0ZGCoVCCwuL6OjorKwsJfcX6abtJnf1hIaGxpAhQ/bt28d8FmSDUTL8WM4MSkbm0aNHhw0bpqura2xs7Ofnx9w2WFF5c920C1q8T0OL1q5dSwjZvHkz+0iUdJmSuZSZPy9evEgIyczMnDRpEp/Pt7OzW79+PXOpEZsa6Bm4RbL5nCzmdluHDh0aMWKEoaGhl5dXYWFh8xqUXz0RERFBXtwoQtHjLtZTkoZ2EIvF+vr6V65c6ZDalN/zn43GxsbevXtv2LBB0QLNA25xFfrmTrm5uS8TDABAt0BfcqkkUYM2wTkNCunr60+fPr35Hk5VOXny5NOnT5UcCGwecIur/PLLL4aGhvR97AEAANjDOQ3KLF68+I033li9erWWlpYKw6isrNy/f/+OHTuCg4P79++vZEkm4GfPnila5euvv/7ggw+6+xm8AKAejh07tmLFCkWvJiUlubq6dmU8cv7l4XU9DtWuy1J7jlWrVgmFQtlblLTPzp07V69eTd+NvK1KS0tdXFycnZ2//fZbJfd7oNEBT5gwocVVbt68GRER8csvvyg6IQ4AQJ3cuXOnf//+BQUFHXUNSA+HpAEAAABYwc9NAAAAYOX/AK0t7VWEfrBIAAAAAElFTkSuQmCC" 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" 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" /></p>
<!-- rnb-plot-end -->
<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuIyBEaWFnbm9zdGljIFBsb3RzXG5wbG90KGVxdWl0eSlcblxuYGBgIn0= -->
<pre class="r"><code># Diagnostic Plots
plot(equity)
</code></pre>
<!-- rnb-source-end -->
<!-- rnb-output-begin eyJkYXRhIjoiTmFOcyBwcm9kdWNlZE5hTnMgcHJvZHVjZWRcbiJ9 -->
<pre><code>NaNs producedNaNs produced</code></pre>
<!-- rnb-output-end -->
<!-- rnb-plot-begin eyJjb25kaXRpb25zIjpbXSwiaGVpZ2h0Ijo0MzIuNjMyOSwic2l6ZV9iZWhhdmlvciI6MCwid2lkdGgiOjcwMH0= -->
<p><img 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rS1sXAhxOlbCEVR5dDcXD3a3yya7OzsTpw4AQASEhg0CDo67969i4mJ6bF4MebNE+c1Mh0dcfcupKQweDDMzfH+vbADoiiKz2hurh7tbxZNy5Yt8/f3d3NzCwkJiY2N9fLyGjBgwI4dOyQuXICSEnr3xpAhePZM2GEKRseO2LABMTHYtQuamtzC8HDk5Ag1LIqi+IPm5urR/mbRpKamFhISoqysPH36dFtb2ytXrvj5+bm4uKB1a6xbh9hYjByJiAhhhylIEhKwsYGyMvf0n3+gq4tx4+Dvj+JioUZGUVS9MAghwo6hgfTo0WPnzp3du3ev7YUsFislJYU2azdunp54+hSzZsHKStihCFJGBnx8cOYMGAzcuyfsaCiqcTM1NT158iSTyWz4W9Pn5urR/mZxMGoUOnXCxIkwNcX+/WK7NGbLlpg5E/fvlyXm9++xYAGePEGT+RZOUWKA5ubq0f5mcaCigoUL8eEDdu3C27coKBB2QA1FSwuqqpg1C/r6WLiwwoqnFEWJJpqbq0f7m8UHgwFbW+zfD3l5AMjKQrdu2LQJiYnCjkxglJSwYgXevEFgIOTlER/PLW+ki5tSVNNAc3P16PxmsaWkhH37EBsLJhODB+P5c2EHJEidO2P16rLu9rlz0a4dFi/Gixe0uZuiRA3NzdWj/c3izNISBw8iPh7jxyM3l1tYXCz+6erwYVy8iObNMXEijIzE//1SVKNCc3P1aH+z+JOTw4QJ6NePe7puHdq3x59/4sMHoYYlYF26YP16vH+Phw/BYABATg6WLsW9e2CxhB0cRTVpNDdXj/Y3Nznr1uH8eWRnw9YWVlbIzxd2QAKmpsY9kJGBsjIWLYKWFqZPR2ioUMOiqKaL5ubq0f7mpqhrV+zcifh47N8PzgLdbDa8vZGeLuzIBKl5c24P9IsXMDYu20Y6Lw/Z2UKNjKKaFpqbq1eH/uaCgoKYmJjS0lIBhUQ1EElJdO3Kbe8tKYGfHwwMMHAgjh0T812h9PTg7o7Ro7mnvr7Q1YWjIw4cEOcx7RQlMmhurl6t+ptjY2OHDx+upqbWv39/FRWV33//PYcucSwepKVx6hQSEzF1KgICsHOnsANqQBMmIDERM2bg2TN06SLmK6FSlAigubl6Ne9vzsjI6NOnj7W1dWZmZnR09JcvX9LT00eOHNl0FkYVf3JyGDMGFy9i9WpuyYkTcHSEpydSU4UZmKDJy2PkSBw/jm/fYGTELZw8Ge7uuHMHJSVCDY6ixA3NzdWreX/zwYMHHRwcPDw8mjdvDqBly5ZHjx5NSkp69OiRgGOkhGfMGLi64u5ddOyIPn0QFyfsgBrQ8uXQ0MCKFdDUxNy5wo6GosQHzc3Vq3l/c0hIiL29ffkSCQkJe3v7V69eCSY0SgTIyGD0aJw9i+RkrFwJVVVuuZ8fwsKEGpngdeiApUvx9CkiIjBmDLfw+3fs3UvbvSmqPmhurl7N+5ubNWtW/J+9+YqKipo1ayaAuCgRIy0NOzvuaqAAIiIwejT09TFvHoKChBqZ4GlowMaGe8xgIDISgwahbVv89hvevRNqZBTVKNHcXL2a9zf37t3bx8enwrVXr1614f3ZopqOpUvx8SMCA9G6NU6fLisX+7GBvJVQ/fygrY3Pn7nlaWllq3lTFFUlEcrNpaWlMTEx+f9Z5yEvLy85OVkoIXHUvL952rRpsbGx06ZN+/TpU3FxcXBwsIODg52dnampqaCDpESUkRGWLMH+/dzT6Gjo6qJnT2zYgNBQMV8p08QES5Zg6FDu6e3b6NoVTCaWLMHDh2L+3imqfkQiN7NYrLVr1yoqKrZt21ZFRWXBggUl5YZ9HjhwQEtLS4jh1by/WUZG5uHDh+rq6gMGDFBQUJg+ffqECRMOHTok6AipRqNtWyQnY80apKdj3Dj89ZewA2pA48YhORmenpCWxpIleP9e2AFRlOgSiX7Qffv2rV69+rfffuvdu3dQUNDff//97du3U6dOCTsuLkJIZmZmy5Yta/JiBQWFzZs3b968WdBRUY2VtDTs7WFvjx07ygoPHsSZM3BwgKMjzMy4q52IHwkJWFnBygpr1pQV2tsjNRWOjnBwgLU1pKSEFx9FiYpqnpt5E3M/fvwYGBiYlpYmiCAOHjw4e/bs3bt3jxo1aufOnYcPHz59+rSvr68g7lUHdD1tSuCmTMGyZUhLg4sLtLQQGSnsgBrQ9es4dAhycli+HLT3h6IAVJGb4+PjBwwYMH36dADBwcGdOnUaPHhwhw4dBDEdKCYmxtramnc6ZcqUkSNHenh4FNZy+/d79+4xKvfs2bOXL1/WITy6njYlcNLScHDAjh2IjERYGDp25Jb//jsWLsSNG+K834akJKys8OefePq07EtJRga6dMHcuQgIKNu7k6KajEpz87x588LCwvr16wdgy5YtNjY2nz9/ZjKZK1as4HsQurq6wcHB5Ut27dqVkZExZ86cWq2oZWtrSyrXokULGRmZOoTHl/2bo6Ojr1279vr1axbdfY+qmqYmJP79xZw6FYqK2LABGhoYMkSoYTWsli1x+jT09bFnD1q3xtq1wg6IohpUpf3NDx48WLlypYuLS05Ojp+fn4+PT9u2bcePH798+XK+BzFjxoyFCxfm5+cPGjRowIABsrKyOjo6Bw8eHDt2LIPBkBJ2/1Ot+pv/KyEh4ddffw0PDzcxMYmLiwNw6NChnj178jVGSkyZmMDEBCtXIje3bDPp/Hy4ucHCAv36oXNnocYnSJ07o3NneHggPx+8ZQNu3cLRo7Czg709aGsWJb4qfW5ms9ny8vIA7ty5w2Aw+vbtC0BSUrK27cw1MX/+/I0bN164cGH48OFfvnzhFI4ZM+bChQsBAQEHDhzg+x1rpT79zaWlpYMHD+7Ro0dMTExgYODbt283bdo0YsQI3tukqBpp0QJdu3KPZWUxZAhev8bQodDSEv/B3nJyUFbmHltZwc4Ot27B3BydOuHZM6FGRlGCwqis0XjAgAHZ2dk7duxwd3dXUFC4c+dORkbGqFGjsrOz69ZrWy1CyNevX1VVVcu3PBcXFz969Cg6OnrGjBn1rF9BQWHnzp2cHvRaYbFYKSkpdWvWvnbt2vr164N+XBZq8eLFzZo127BhQx0qpKgfxMaisBCGhgAQEoK9e9GrF/r0gYGBsCMTMDYb4eH43/+4aXvvXmRkwM4Olpagy/BRfGJqanry5Ekmk9nwt670uXnr1q2xsbG9evV69+7d2rVrAVhaWgYFBa3mbb/DbwwGQ1tbu0KXsJSUVP/+/eufmOujPv3NkZGR3bt3r1DYs2fPd3QhQ4ov9PW5iRlAhw7o2RP378PWFjo68PMTamQCJiEBM7Oy5+levZCTgzlzoKaGkSORlyfU4Ciqvir9gmlqahodHR0REaGnp6empgZgy5YtpqamBmL/ffw/6tPf3KJFi+/fv1cozMzMVFBQ4EdoFFVOixaYPh2clqHYWCgpccv/+Qd376J3b/TpA2PjsoFm4sTMDGZmAJCaipcvwfuKv2wZDA1hZ4d6D+ekqIZU1W+pnJychYUFJzEDGDlyZBNMzKhff7Odnd3ly5d37dp17tw5zkAwFovl5eU1cOBAvsbYuH3+/PnChQs+Pj5xTWqDRYHS14eKCvd4zBgMHYq3bzF2LFq1EvPJ0+rqGDQIkpLcU0NDBASAyYSRETZtEmpkFFULFZ+b9+7dW+01c5vYRq11nt+ck5OzZMkSQsiqVauMjIzmzp1rZ2eXlJSkqKg4btw4vsdZHxkZGZmZmf/73/8kGvahqri42N3d3c/Pz9rams1mz507d9KkSZs3b27gMMRcy5aYMAETJgBAejp4LUBjxyIxEb16wdoaPXuW7W4pTiZNwqRJYLMRFoZv37iFyck4eBA9e6JXL8jJCTU+ivq5irl5/fr11V7T1HJznfub3dzclJSUkpOTnz59unfv3uzs7Bs3bjg5OR07dkx0cs+zZ89+++236OhoFRWVjIyMRYsWeXh4NNimlsuWLUtKSnr//j2nkZ8z3nDLli1Lly5tmACanPIJ2MsLz54hKAh798LdHR8+cEdRpaZCTU2s1g2VkIC5edkpZx/PtWsRFgYLCyxciEGDhBUaRf1cFYt1iJkWLVp4enrW4UI2m52enl7bqzIzM5WUlHJzc8sXPn361MTEpA4xCEhoaKiGhsbFixc5p7Gxsf3793d3d2+YuxcXFysrKyclJZUvjIyM1NHRaZgAqJ9gs4mJCVFVJUOGkA0byKtXwg5IkHJzSWAgCQnhngYFke3byatXhMUSaliUqGAymeHh4UK5de2e3sLDw7dt2yagbwkiq279zXFxcXp6epw54jympqafPn3iX2j1tXnz5pUrVzo7O3NO9fT0fHx8Tpw48Y3X+idIqamp8vLympqa5QsNDQ0zMjL+u1Uo1UAYDLx+jTdvMGUKMjLA23KmoADnziEqSqjB8Zu8PAYO5A4iA6CiguhoTJwINTU4O0OUflWppqbSpks2m3327Nnw8HA2m80rvH//flJSkoeHR4PEJirq1t/csmXLlJQUQgijXNtgUlKSqij16oWEhKz9cTVEZWVlc3Pz8PBwOzu70tLSgoICwQ0pV1RUzM7OLikpad68Oa8wOzubwWDUbXVVim+0tDByJEaOLCvJz0dAAJYsQW4uunfH9OkYPlx48QlGp07gDLhJTsaDB+D9n3/yJPLzYWuLDh2EGB3VpFT63LxmzZoJEyZcv3597969p06devjw4T///BMdHX306NGGjE8U1K2/WUdHR1dXt8JOl9u2beM9pIoCKSmpoqKiCoWFhYWJiYmOjo5KSkra2toGBgZHjx4ltVnYvIYUFBSsrKw8PT3LF+7evdvJyUl0+uMpLlVVnD6N2Fi8fYvp08sGgT9/DldXHDiA0FCUlgo1RP7R1MTYsdDQKDt98gR2dtDRwbRp+M+vDEXxXaXPzcePH3dzc9u/f/+ZM2fOnj0bEBDw7du3Xr16lX+MbiJIXec3HzlyZODAgY8fP3ZwcCgsLDxx4kR6evqtW7cEEWTd2NjYnD9/3sTEhFcSHR399u3bRYsWbdiwwd/fX0pK6uXLl7NmzUpMTBTENif79u2zs7MLDQ0dOnQoi8Xy9vZ+/vz5/fv3+X4jim80NX94Yu7QAVZWCA7G/v2IjcWhQxg/XnjBCQZnv20Anz7h1SvwmnmWLUOnTtyVXiiKvyrriG7evPmZM2cIIV+/flVXV2ez2YSQXbt29erVq2F6wvmuzmPB8vLynj17VrebZmVlbdiwwdnZ2cXF5fDhwyUlJXWrR0ASEhJ0dHSWL18eGxubnZ3t5+fXrl07CwuLXbt2lX9ZUlKSsrJyVlaWIGLIzs5ev379kCFDhg8fvm3btvz8fEHchWoIOTmkoIB7vHMnadmSODiQFSuInx8pKhJqZILh5UVGjyZqaqR9e7J2rbCjofhPiGPBKn1uVlVV/fDhAwAtLS0Gg/HmzRsmk6miohIWFtaA3xxEQn32b1ZUVFy2bBl/4+EjbW3tly9frly5sk+fPhkZGWZmZvv373dzcxs8eHD5l2lqapqYmISFhdnY2PA9BgUFBUFsbkYJQYsWZcfu7vjlF7x4gRcvcOQIdHXRpQsAPHyI/HxYWKBVK2GFyTdTp2LqVBCCd++QkcEtTEzEtm3o0QN9+pS1ilNULVWam4cOHbpnzx4dHZ3p06d37dp19+7dq1ev9vHxqf9Oxo0OX/ZvFlkaGhqHDh0qX8Jg/GQHlCbYl0HVl7o6Bg/Gj9/zEBuLEyfw6hWUlWFpiYMHy9bEbqQYDBgbl52qqEBfH6dP49dfoaWFlSshYgsNUY1CVXtdODs7X716FcDGjRvPnTunq6sbGBi4Zs2aBgxPJBBCMnhfipuAHj16+Pv7ly9JTEyMiIgwL796A0XVzaRJuH0bGRm4dQsuLuBNMhw/HqNGYeNG3LiB9HShhlg/cnKYPx9+fkhLw8mTZWue3LyJefNw6VLjfnd85efnZ2hoKC8vb2trG/nvUrI/LWyKatj2/f3795s3bxmBuSMAACAASURBVEZHRwuwfV3AhNLf3Bh9+PBBQ0Nj7969eXl5LBYrKCiIyWRu2bJF2HFRYi0ujpw9Szw8iK0t6dy5rPzJE/L1q/DC4p+vX8nWrWTwYKKkRJjMsgVPmqqkpCQFBYUrV65kZWWtWLHC2Ni4ssLyWA27LIwQ+5vpumDVKy0tTUxM5Hs8ouDNmzcHDx48cODAqx+Xf3r//r2Tk1OLFi3k5eU7derEGRUoKFFRZNMmYmVFNm8W4F2oxojFIk5ORFWVaGmRQYPI/v3CDogfSkrIixeEN7Jy0ybi7k78/EhmplDDami+vr7W1tac46KiIgaDkZGR8dNCQkh2dvaiRYvatGnTrFkzAwODbdu2FRcXN0CQojgWzNHRsbIfXb9+XTDP8CJKLPubS0pK3Nzcbt265ejoKCEhsXXr1m7dunl5ecnJyQHo2LGjv78/m80uKiqSlZUVSAQREbh4ET4++PYNI0Zg8WLMmoWhQ9Gpk0BuRzVGEhLgdK/ExSEkpGxicUoKpk1Dp07o0gVmZujYEQ21AjwfNGsGC4uy0+HD4euL/fsxcSIMDXHnzg9D6sRX//79e/bsyTl+9uyZvr6+srLyTwuLi4ttbW1NTU0fPHigp6cXERGxaNGip0+f+vj4CC98gav0f2idcjP2CCHJycmPHz/W09MbM2ZMgwQmQkg99m8WWatXr/727VtkZCQnGRcVFbm6ui5cuHDfvn2810hISAgkMUdFwdUVX77A2Rn79qFnT+6OwomJ+PVX3L8vVrssUHyhqwtd3bJTNTUsWICXLxEQgHXrYGcHzv+3+fl4+xbGxo1pdylDQyxdiqVLUVKCDx/KOuDHjYOuLmxtYW0NcdzuXUFBQUFBgRDi7+8/Z86cAwcOMBiMnxaePHlSQ0PjyJEjnAuNjY39/PyYTObjx4+tra2F+y4EqOaP2BkZGVZWVkeOHBHME7zA0f7m8tTV1SuMHkhLS1NSUioS6DxUFovs2EHU1Mi+fYTNrvjT0lJiaUka7f9glPC9eUO6diWysqRTJzJuHLl/X9gB1cOLF2TtWmJrS1q0IL/8IuxoBCItLW3EiBFdu3Z98eJFFYVTp049fPhwhWsXL168ceNGQUcoim3a/6WiorJ48eI1a9ZMmzZNcN8VRFB95jeLpvz8/Nzc3P/973/lC1VVVRUUFFJTU3UEtMhRdDRcXVFSgqAgtG//kxdISsLTEwMGYMgQqKsLJAZKvBkb4+VLlJQgMhJhYeCtyu7vj/370aULTE1hagpDQ4j+orAWFrCwwMqVKCxESgq3MC4OU6bA2hq2tujRA4152fmioqIBAwY4Ojp6e3tLSkpWUchisf67a22zZs1YLFaDRtywavc/aF5enkhto9QwxK+/WVZWVkJCosLEsMLCwu/fvwuk6Z4QHDqE7t3h6IiHD3+emDmYTEyYgCa2mQrFZ82bg8nEpEmwsuKW9O+PuXOhoABfXwwfjsuXueVRUXj4EFlZwoq0RmRkoKfHPW7TBsuXg83G8uVQU8OOHUKNrF4uX77MYrFmzJgRHx8fGxsbGxvLYrF+WtitW7dr166Vv5YQcv36dUtLS2EF3wAqfW4+duxYhZLU1NRt27ZZ8f53bzKI2PU3MxgMZ2fnzZs3//XXX7zCnTt39uvXT47vHXUxMXB1RVERHj+u0TY+a9fCxAS3b8POjs+RUE2WvDyGDMGQIRXLX7/Gjh148watWsHUFNu3o107YcRXYwwG+vdH//4AkJsL3opAvr44dAi2trC1hbk5/n3iFGUhISHh4eHlW+++ffv208KpU6fu2bNn5cqVS5culZOTS09P9/DwUFRUtOcsci6uKmvslv8PRUXFvn37fvz4seFa3PmK9jeXl5qaampqOnDgwCNHjhw/ftzZ2blDhw5xcXH8vAebTQ4eJGpqZPPm2m1WHxhIDAzKVmamKIFiscjHj+Ty5bJZTAsWECsrMnMm2buXBAX9ZGyEqMnPJ5cvk3nziLExUVYmDx4IOyA++/r1q4uLi5ycnI6OjoKCwoIFCwS0vH8FQuxv/snqjOJKQUFh586d06dPr+2FLBYrJSVFzJq1AZSWlp44cSIoKIjFYnXv3n3atGlSUlJ8qz02Fq6uKCjA0aPo2LHWl48ejU6d8OPe0hTVQPLyEBqK16/x+jUiI3H+PDQ1AeDcOUhIwNQUBgai+2yang5FRe5mWcuXIyYG/fqhf3/8OL6kMSopKeH8KW6wPWRNTU1PnjzJZDIb5nbl0dxM8Rsh8PTEihX44w94eNTxT1hyMkxNce8ejIz4HR9F1ZWnJ65fR3g4kpPRpQvu3+fOqy4qgrS0sIP7mZQUBAbizh3cvYsWLRAS0kQmT/OLEHNzxf7mVjXYHCYtLU0wwYgoInb9zQIUG4vp05GXh4cPYWhY93o0NbFqFWbNwsOHdLozJSpmzMCMGQCQm4v4+LIFT8zMkJUFExOYmsLaGk5OQozxBxoa3M2yACQklCXmoUPRoQP694eNTdmMakqUVGwZWP+vVatWlZaWysnJTZkyZfny5dOmTWvRooWiouKJEyeEEqgQFRQUfPz4UdhRiDzOYGxLS9jb4/HjeiVmDjc3sFj4d8EBihIhLVr8sIBdRASePsXcuVBWxvPn3MKCAsyYgS1bEBiI+HihhPmD8nMjV6+GsjK2bIGmJlxdhRcTValK27TnzJkTFhZ2584dmX+n0BUVFfXv35/JZO7fv78BI+Qb2t8sQF++YPp05Obi6FE+ZGWeN29gb4/Xr+l0Z6rxYbNx/jxCQrj91j164NIlACgtRVgYDA1Fonk5Lw+pqdyu6OhoLFuGfv0wYAD09YUcmGgQYpt2pT3qfn5+M2bMkCk3t11aWnr69Ol+fn4NEpgIEb/5zXx24gS6dYOdHX8el8szMcGkSfjjD37WSVENQ0IC48dj61bcuIGkJFy8yC1PSsKcOdDUhIEBnJ25CVtY5OXLxojp6MDJCY8fo0cPdOgAsV6tWvRVOr+ZzWYnJiZWKIyPj5cU2dGJAkP7myuVlISZM/HtGx48ENQeFatXw8QEt25BvOcyUmKPN2yiTRsEB4PFwufPeP0aamrc8idP4O4OJhPGxjAxQY8eDb0quJQUXFzg4gJC8OZN2WP9zZsICYGDA7p0oYM/Gkylz82DBg3auHHjxYsX2Ww2ADab7ePjs2nTpkGDBjVgeCKB9jf/nLc3unRB164IChLg5lFycti3D7Nno6BAULegqIYnKYkOHTBqFHr35pZ07449e2BpiU+fsHYtTp3ilkdF4fRphIejuLiBYmMwwGSibVvuqa4ukpMxfjxat8aUKUhObqAwmrZKn5t37tz5+fPnUaNGKSgotG7d+uvXrzk5OXZ2dtu3b2/I+ESB+K2nXV8JCZgxA+npuHsXnTsL/HaOjjA3x/r12LBB4PeiKGGRkED37ujevWJ5djYCArBxI2JiYGCAPXvQt2+DBmZoiF27ACA2FrdulY1Ov3YNGhowMxOhh+nSUqSmIikJSUlITsbXr0hJQWIiXFwwerSwg6udSnOzgoLC3bt3Hzx48PLly+TkZG1tbUtLy169ejVkcCKC9jf/wMsLS5di/nwsWtRwm+bu2gVTU/zyS0N8FaAokWJhgXPnAKCoCBERZd3D69dj506YmoLJBJOJsWMFPhtKX587hYzj7Vu4uyM3F4MHY9QoDBgg2LtzFBTg61ckJ3MTMCf1pqYiIQGpqUhPh5oatLSgpQVNTbRujc6dMWDAT77xiDy69kj1aH8zV2IiZs5ESgqOHYOxcUPf/cABnD6Nhw8bwQ5CFNUwUlMRHo7Xr/H2LZYs4S7A5+WF1FQwmTA1hba2wGP49AlXruDTJ+zdyy1JS0MN1smonZgY+Pri8mWEhEBDoyz1amhAWxvq6tDWhoYG1NX5+/dBhNYemTJlipGR0aJFi7Zt21bZNR5NbJsgTn9zE9zk4wfe3vjtN0yZAl9f8HFpz5qbNQunTuHwYcycKYS7U5QIUleHvX3FYZLt2+P9e+zahfBwMBgID4eGBgCkpUFJibuWJx8ZGMDdvew0ORlMJnR0MGQIhg1D1671qvzdO1y5goAAfPiAgQOxcCEGDKiwBNvOnTuX/vpr+ZI7d+6IQRNvxedmBoPRv3//27dv61c+vy02NlbQYQkCnd9cR8nJcHNDdDSOHoW5uTAjefsWtrYID0eT/begqFrJyACvwW/UKAQGomNHdOkCKyv8mM/4icXCkycICICfH8aPx+rVtbuczUZoKAICcP48CgowbBicnNC3b2U9aOnp6d++feMcJyQkuLu7P3/+nF/76YnQc3NOTg5nllQjTcCC0KT7m3mPy+fPC+dxuTxjY7i6YuFCnD4t5EgoqlEo3xPn44OCArx7h9BQxMWBzeY2/86ahdatYWaGLl2gq8uHm0pKondv9O6NclvQ4tw53LqFUaPQv//P/5KwWHj6FN7e8PGBsjKcnODpiV69qh1opqqqqqqqyjneuHHjkSNHeIk5IyNj8+bNjx8/Li0ttbKyWrp0aSP6S16xab5FixaysrK8U95T9cePHwMDA5vaStochJCMjAxhR9HgAgPRsyc2bcKNG9i8WfiJmWPVKjx7hhs3hB0HRTVCsrKwsMCMGVi3rqxfduhQFBXhn3/QvXvZhC4ACQll+0PXn50dTEywYQO0tDBlCnh/UfPy4OMDFxeoq2PxYrRpg4cP8e4dNm+GtXWtRoBzttTjdT5++vSJyWSWlpZu37593759KioqZmZmr1694ts7ErTKNo+Mi4uzt7efNm0aIeTZs2ech2kVFZWXL18KfONKwaD7N9dIRAT56y9iZkaYTHLhQu32XW4Y166Rdu1Ifr6w46AosVNYyD1ITyft2xMFBWJtTebPJ3fv8u0WCQnk4EESHU28vMjQoaRFCzJgAPnnH5KUVJ9aWSyWhYXF+/fveSXDhg3buXNn+decO3fO0tKyVtUKcf/mSoe0zZs3LywsrF+/fgC2bNliY2Pz+fNnJpO5YsWKhvviIBrEfH4zi4XXr3H2LH77De3awdERMTHYvBlhYRg9WhQHRTs6ols3urUzRfEfb5hVy5aIikJcHNasgbY2Pn/mlsfE4PffcfIkIiLq8lQdH49Ll3DuHMzMEBiIsWNhaYnwcLx9i5iY+gQeHBysoKDQ8d+t4gkhN2/edP1xG4/Ro0dHRUU1lkbQSuenPnjwYOXKlS4uLjk5OX5+fj4+Pm3bth0/fvzy5csbMj5RIM79zYWFGDYMMTEwM0PXrrh8GSYmwo6pBnbuBJMJFxchTOWiqKZDWRn9+qFfv7ISVVXo6ODaNaxfj6QkbNyIuXOrrycyEr6+8PVFbCycnODuDnt7cDpPf/kFnz/j7FlMmwYzM5w5U7dIL1265OLiwjstLS1lsVgtftxNREJCQlFRMScnp1FMiK1qPW15eXkAd+7cYTAYffv2BSApKVlYWNhgwYkIIvj5zYWFhX5+fu/fv9fS0nJ0dNTly4iMahUXY/RoKCkhIqLhVhHhC01NrF2L6dPx5IkoPtlTlLhSVMTvv3OPs7LKfvvOn8ecObC0hJUVLC1hawsZGbx7B29veHsjJwcDB2LVKjg6/mQSV7t2WLECK1aUrcsbGYnQUDg7o9xmS1UghFy6dOn+/fu8kubNm+vp6b169crCwoJXGB8fn5eXp90Ac775odK/a5aWll5eXk+ePNm4cWOfPn1UVFQyMjLOnDljyN+NhhoDQa+n/fLlS2Nj45MnTxJCXr582a1btz179gjudlycxCwtjTNnGlli5pg5E82awdNT2HFQVFOlpAQFBe7x2LF4+xa//oqiIqxahXHj0KYNhg5FdDQ8PPD5Mw4ehJNTNbOrecOQCcGpU2jTBgsWIDKy2kBev35dVFRUoefRw8Nj5syZMf82lSclJU2ePHnevHnNGsufu8o6osPCwjQ0NADIyck9fvyYENKuXTspKamAgIAG6grntzqPBSstLU1MTOR7PBz5+fm6urqXL1/mlcTHx+vr69+/f19AdySEkOJiMnw4cXYmxcUCvIugvXlDWrUiAvunoSiqpgoKiL8/mTmTaGgQIyPy55/k3TtCCDl6lBgZEQUFYmtLVqwgWVm1qDMmhixbRvT1yYcPdQtq586dampq1tbWtra2qqqqq1atYtVycKsQx4JVtWZnfn5+RESEnp6empoagIsXL5qamhoYGDTcFwe+qvPaIwJ15cqVXbt23b59u3zhgQMHXrx44eXlJZBbsliYMAFZWfD1rbDCTuOzbBliYnD2rLDjoKgm6ft33LqFgAAEBKBzZ4wejZEjoaPzk5c9e4YXL/Drr9w9MY8cgZwc+vSpxTpChODCBTg6Qkmp5gFmZ2e/fv26pKSkS5cuKioqNb+QQ4TWHilPTk7OwsKipKTky5cvampqzs7ODNHZb6QBkRr3NxNC7ty5ExYWpqCg0LdvX96gwSrEx8d36NChQmHHjh19BLSxOYuFSZPw/TsuX270iRnAypUwMcGVKxgyRNihUFST8e0brl2DtzcePoSNDZycsHUrd2XQn1JWhqMjHB3LSuTk4OODefOgooIBA/D339VPZSYEgYGYPRuTJmH+fFS+cmV5ioqK1tbWNXmlqKlqHM2pU6fat28vIyOjr68fFRXl6uq6fv36Kp6zxVUN+5uTkpJ69+69ZMmSlJSU69evW1pa2tjYXLt2repPTFNT88uXLxUKv3z5oqWlVa+gf4rFwpQpSEsThydmDllZ7N+PuXORlyfsUChK3MXEYPduWFvD0BBXrmD0aCQkICAAM2dWlZh/avx4XLyI1FT4+qJPH25iLi7G4sXw9sZPF7mSkMDx43j9GtLS6NYNx4/z4R2JsEpz85kzZyZOnGhhYeHr68spsbKy+vPPPxtimJKIqeH85okTJ9rb2wcFBaWkpLx582by5MnR0dGzZ8+2sbHhLffK8fHjx3379v35558XLlywsbEJCQl58uQJ76dZWVnbt28fP348n98Gm42pU5GaCj+/Go5+bBwGDECvXli5UthxUJSYCgnhNlBZW+PDB/z5J5KTceECJk0qGwtWNwwGtyWco3lztGmDEydgYAALC/y0U09bG5s3IyoKgwfX69air7KO6M6dO0+aNIlzDCA0NJQQsnDhQkNDQ8H3ggtEnceC1URsbKyWllZpaenq1audnJwKCwsJIXfv3u3evfuiRYtGjBjBe+X69es1NDTmzJmzZs2agQMHtm/f/p9//tHU1Jw5c6anp+fq1at1dHQWL17M5/hYLDJ1KunfXzyX0/r2jXTsSHbvFnYcFCUuSkvJ/fvE3Z3o6ZH27cmiReTp04ZbJbCkhDx8SO7c4Z5++UKOHydpaT9/sbMzWbZMQH/ZhDgWrNL+5ujo6JX/eRaxsLDYy9uks8kgNehv/vLlS/v27SUlJY8fP37lyhVpaWkAnTp1io2NvX//vqamZmZmpoqKSkBAwOnTp9++fdvq3/1Nz549++eff4aGhp45cyY4OFhLS8vPz8+cv9s9EYK5c/HxI65dQ7nF0sVHq1a4fRs2NpCXx48rAVEUVQtFRXj0CAEB8PaGigpGj8bFi/Xd57EOmjX7YWXv4mL4++O332BhgeHDMWnSD8PBdu/G4sVgMuHpib59GzpUgak0N3fs2PHJkydjx44tX/j27dv27dsLPirRUpP9m9XV1ePj4wEkJCTwPqL4+HgNDQ1paWkdHZ3ExEQVFZXjx48vW7asVbmNx8ePH7979+4PHz78zpvRz1+cxBwejuvX8eMqOWJFRwc3b6JvXygqljWRURRVE/n5uHMH3t64cgVGRnBywoMHEJ0/9QYG3E20bt3C5cswNYWNTdlPdXRw+jSuXsXkydiwARMmCC9Qfqq0v3nOnDl///33kiVL3r17ByA1NdXLy2v79u2uTe+5pCb9zYaGhgoKCqdPn+aN7WKxWBs2bBgzZkxpaenXr181NTXxY+bm6dChQ1xcnEBCJwTz5iE0FNev17dniE/CwsJGjBihr69vZGQ0Z86c1NRUvlVtYIBr1/Dbb7h+nW91UpQYS0/HiRNwcoKWFvbsQdeuiIjA48dYvFiEEjOPrCyGDoWXV1linjQJQ4fCxweFhRg8GJGRcHYWeBivXsHcHCoqmDIFRUUVfzpgAGRkuP85OdXrRpU1drPZ7G3btimVazqQk5NbtWoVm81uwCZ3fhJofzMh5PXr17q6ukZGRt27d9+1a5eZmdmQIUMKCws3b97s4ODAec2wYcPOnz9f4cLevXvfunWripozMjI8PDzMzMzatWs3atQoTt9/jSxaRMzNSUZG7d+NQPj6+mppaR0+fDg2NjYiIoKznWpMTAw/7/H0KVFXJ48e8bNOihInsbFk1y5iZ0cUFcmQIeT48dotCSI6cnLI8ePE3p6oqZHNm8vK09PJw4d8uYO6uvqj8n9MSkpI69bkyBGSmEjs7MiqVRUv0NUld++SyEgSGUni4upz60pz88ePH9PT07Ozs589e+bt7R0UFJSZmVmfOwldnXMzm81OT0+vyStzc3O3bt2qra2trq4+ZcqUPXv2ODo6du7cOe7ff6SzZ8+am5vn5ubyLrl27Zqurm4hb2u2/+As/zJ//vyQkJBPnz4dPHhQS0vLx8enwsvy8vK8vLw8PDy2bNny9u1bQgjx8CDduhGR+VdjsVg6OjrBwcHlCzdt2jRhwgQ+3+nGDaKhQYQ0goOiRFR4OFmzhnTpQtTVyYwZJDCQVP5np5H59IkcO1Z2GhNDNDTIjRv1r7h58+ac1ZS5bt8mnTpxj+/fJ+3b//Dq4mIiLU1KSup/X1JFblZRUXF3d+fLPUREQ+7ffOXKlYULF/72228nT54sKfdPxWaz582bp6ent2bNmgMHDkyaNKl169acJVEryMrK+uOPP5SVlaWlpaWlpefPn8/7bvTq1SstLa3y1T5//lxPT2/UqFFbt2718PBo3br1RScn0qmT6DwxE0LevXvXoUOHCoXx8fFaWlr8v5m3N9HWJh8/8r9mimpEWCwSFEQ8PEi7duR//yO//04ePhTFTdn56Pp18ssv5Pp1oqZGfvantVZkZGS8vb3Lzg8eJGPGcI/T0kizZj98mJ8+EWVl4uRE2rYl48aR+Pj63LrS3LxixQoDA4O8vLz61C5SRGc97efPn69cufLXX3/du3dv1o+tSVFRUQcPHty8ebORkdG0adNSUlLatm379OnTmTNnctZo47zM1NT01atXnOPCwkI9PT0/Pz9eJVkvXmQ0a3b3x33FhS4kJMTMzKxCYUZGhrKyskDud/w40dUlsbECqZyiRFlpKXn0iMybR1q3JkZGZPFi8ugRabTdkbVTUECWLCF6emTHDqKpST59qk9lkpKSR44cKTvfvJm4unKPi4sJ8EN3wOPHxNCQXLlCIiPJpEmkR4/63LrScdpGRkZt2rTp3Lmzs7Ozurq6pKQk70ceHh716uJubPi+f3O3bt26detWoZAQsnz58mPHjjk5OaWkpMTFxSkpKZWUlBQUFOjq6h48eNDOzs7b25uzJkmLFi3y8/M5Fz5+/FhHR2fo0KHcigoLFadPfzZ16r7Hj23d3WsVGJvN9vLyOn/+fEJCgoGBwdy5cx0cHOr7bv/VoUOH6Ojo1NRUdXV1XuG9e/fMzMz4dYsfTJqE7GzY2+PRo1ovWkRRjVFBAW7fhrc3rl7F//6HIUNw5w6a2s6BMjLYtAk9e2LGDLi4gM2uT2XNmzdXVFQsO1dRQU4O9zgnB5KSP0x+6dWrbNes/fuhqIhv37jrh9depbl56dKlnIOLFy9W+JFAczMhJCcnp7S0VEVFRUSW7yaC378ZwNGjR2/fvv3u3TsVFZXFixdbWVmxWCwXFxcTE5NHjx6NHTt2yJAhz549Gz9+fFZW1rt374yMjDgXJiYmtmvXrqyiOXNgaMhwdU2YP79WAbDZ7KFDh+bn5y9evFhPT+/169fu7u7Ozs4bNmzgyxuUl5efPXv22LFjT5w4wRn3HhQU5O7ufuTIEb7U/xNz5+LbNzg44N491H6Ze4pqHDIycOUKrlzBzZswNsbo0di8uRZ7SIglJyc8eYLgYD4POG/bFrwVPt6/h77+D/vHBwejoIA7x1pKCpKS1eyJWaVKc3NsbGydK62DT58+HT58+OLFi/Hx8UVFRQCkpKR0dHRGjRo1c+bMH3JPg6vJ/Ob68/Ly2rBhA2enFM6XkmXLlh08eHDTpk0LFy7U1dUlhDAYjJSUFFdX1wkTJvC+K7Ru3To6Oppby6lTCArCy5ef/f11/rsbTJW8vb2/f//+4MEDThuJoaGhvb19586dJ06cyK9Nu9etW/fXX3+Zmprq6urm5uay2ey9e/fa29vzpfKfW7MG379j+HBcvy6e665QTVZ8PC5fhq8vQkJgb48RI3DoEJSVhR2WyGjbFm3b8rnOvn2Rng4/PwwYgO3by+ZS+/igRw8UFGDECAQEwMQEmzbB2rpe/xz1aRDnl+fPnysqKrZu3XrmzJm7du06ceLE8ePHd+/ePXv2bD09PSUlJV7fan00QH9zdnb227dvyw/Drrk2bdrwhnNfvny5R48ebDa7f//+t2/fvnz5sr6+vpycnIGBgYqKytKlS4vL7bvM6W/29/cn374RNTUSFpaZmWlsbOzr61urAKZOnXro0KEKhbNnz96zZ08d3k4VioqKQkNDP336VNu9VOuIzSaTJ5NBgxr3ZtUUxRERQTZsIBYWpFUrMnUq8fMTz4V4RUPFsWCEkOfPCZNJVFXJlCllA93l5UlAACGEbN9OtLSIggIZNqyeW8tXtUdkg1m0aJGZmdmVK1da/Gfhqh07dowdO3bhwoV37typtp6UlBQ/P7/KfqqsrCwvL89msyUkJL5//15QUKChoVGTY0lJSTk5uaSkpCpe8/Xr123btiUkJHz+/Pnz58+urq6DBg2SlZU1MTEhhBQUFCgpYnVzugAAIABJREFUKR07diwhIUFJSUlbW/uXX37Jzs4uX4+Tk1NCQkKbNm2+f//erVs3OTm5iRMnSklJKSkpGRoa2tjY5Ofnz58/n8lkKioqlo+hoKDgzJkzkydPliFEeeDA4EePtg8f/ssvv/Tt27fqmCscKykpaWhoVPh8lJSUJCQkalVPtcdSUlL6+voFBQWcfxe+1FnVcVZWwYYNGgsWSEya9H3fvoKiIgHeix7TY0EcZ2YWREZqBAZK+Ph819MrcHDQ+OsvCRub7zk5BQUFGtLSEg3we9Qkj3/Sr9qtG8LDKxbm5nIPfv8dfFrhsao9IhtMSEjIxIkT/5uYAUhLS0+fPv3Vq1c1qSc9Pf1V5WRkZKSkpFgsFoD8/PycnJwaHhNCvn37VsVrcnNz+/Xr17lz5/Xr158/f75jx47R0dHXrl2bPHny//73vwsXLiQmJvbs2fPBgwfm5uaGhobnz5/v0aNHWlpa+XpsbGx27NjBYrHy8/Nzc3MvXryYm5srJSV14cKF3r17a2pqbtmyRV1dXVZW9r8xtGrVKvTsWevU1JdMppqamp+f34YNG2r1HgEYGRmlp6dXKH/8+HG7du1qVY8oHuflsY4exffv+QcPikQ89Jge1+Q4O5sVFIT58/Pd3XNu3mQVFeHw4Xwvr5whQ1jW1pCUFJU4xfdYmGOe6vPQzS/dunVzcXGpbMWxBQsWWFpa1v8ugpvf7Onpydlp6vHjx4qKilpaWrdu3bK2th4zZkyrVq26devWtm3bnT/OaJo7d+6vv/5avqSoqGjYsGGmpqY7d+48evToxIkTdXR0QkNDa9pC3rcv+eefWr+3cjgLi549e5ZzWlxcvGbNGiaTWSw2TcF5ecTamsyfL+w4KKpKBQXE35/MnEk0NIiREfnzT/LunbBjaqJ+0qbdUESiTXvhwoVjx45NTk4eN26ckZERZ4R2Zmbm+/fvL126FBgYeP78eSGGV+162mFhYf369QMwf/58JSWlc+fO9ezZMzQ09Nu3b3/99Zenp2dMTMzbt2979uyppKTk6Ojo5ua2dOlSU1PTAwcO8CqRkpK6fPny1atXb926lZWVZWFhsX///p+2JfyEtze+favnFkxaWlpXr16dOXPmypUr9fX1IyIiunbtevXq1eb1GGooWuTkcOUKbG2xaRP+nYZAUaIiMxO3byMgAAEB3F2NV65ELUd0UhUdOABPT4SECDuOWquYm8tvkVSZtLQ0/gYxevRoOTm57du3z5gxo8KPbG1t/f39Bwt1G+1q5zdLSUkVFhZ+//494cMHxYKCGzduxMXF5eTkSElJ/fLLL7NmzSKEPH36VElJqUWLFtevXz9+/Pi9e/e+f//OYrHKTxwHMHjw4Jq/2S9fvqxbty48OPhyVNTFwYPHpKVxdtSoM3Nz8+fPn3/8+DE+Pr5Dhw66urr1qU0UKSkhMBA2NlBWhpubsKOhKODrV/j5wdcXwcHo1w/Dh2PXLgh4xmaTUFiIOXPw6hX+Mw24UaiYm9evX885KC4uXrVqlaKi4pgxY7S1tZOSki5cuCAhISGg/Zs5OSk9PT0xMTElJQWAurq6jo6OqqqqIG5XK6S6+c19+/bdsGFDQUGBbn7+VTY7KjDw72fPfO/f37VrV3FxcUlJCYCpU6caGRk9ffr00KFDTCZzyZIl2traFRJzrQQHBw8dOtTd3X1LYaGkpmaqkVGXLl1u3rzJZDLrXCcACQmJjh07duzYsT6ViDRNTdy8iT59oKgIFxdhR0M1VR8/wtcXvr6IisKgQfj1V1y+DDk5YYclRgYMgJISvn2Dnh6fayYEPXrg2DHBrutSWWP37Nmze/bsWVBQwCspLCzs1auXm5tbAzS1C4Lg+pvZbLalpaWsrKyysvJwa+tHJiYZUlLb27Ztq6s7evRoBoPRsmVLV1fXd+/eLViwoFevXjIyMrKysuvXr6/rWyGEEAsLi4ve3sTNjXTrdtfb28zMTEpKSlJSsnv37g/5tAeLOIuIIFpaxN9f2HFQTcyrV2TFCmJsTFq3Jm5u5OZNOrVPUB48INra5OrV+tTRrFmzo0eP/lB0+zaZOpUAJDKyPjVXq9Jx2n5+fjNmzJCRkeGVcIZMVzFJSVxV29/MYDA6deo0aNAgeXl5/ydPbCMjF5qZubZqdTslBRcvSkpIeHt7h4aGMpnMJ0+eKCgolJSUFBUVff78mRBSt5AyMzNjPn4c4euLyMjLv/021cNj06ZNaWlpzZs3X7Ro0bhx427dulW3mpuKTp0QEIAZM3D/vrBDocQdi4UHD7BgAfT1MW4ciovh6Yn4eOzfD3v7+iwdRf2AzYa/P06dAoCEBEyahPXrMWhQfarkTKD9oSg0FHJyDdDCUWluZrPZiYmJFQrj4+Pr0wzbSNVkPe2vX7/OmjUrISFh9+7dSkpK/tHRWm/euBUXLyHkGSHF167FxcVduHBh4sSJI0aMMDIy0tXVvXr1qouLS1BQUB1CKsjMPFNUxMjORmCgx5o1Z8+edXBw4AwcGzhwoKen51I61qlaXbviwgWMG4cXL4QdCiWOCgtx9SqmT4eWFn7/HaqquHIFUVHYsgXdu/+w1iNVT0VFOHIExsZYvx6cMTdnzsDDA1Om1LNiziPsD0UeHti7tyHWAK7sgdrV1VVOTs7Hx4czwZfFYnl7e8vKynJGNjVGAt2/ecKECbzKi4qKQkJCXFxcZGRkWmtpzVJRiWIwbjEYPaWkjIyMZsyYwWAwOnfuPGrUKCaTaWBgMGHChJJabfmZnc3u2/eitHT0hw+pqamtWrXiFAcHB3M2YSwtLZWRkSkqKqrDm21yrl4lWlqEs+M1RdVfVhY5e5aMGUOUlUmfPmTnTroZmsDZ2JBBg8i9e3yvWEFB4cqVKz/5gba2oNu0K83N2dnZffv2BaCgoNCxY0cFBQUAdnZ2dVuQUhQIdP/mq1evdurUibfF8t69e01NTTU0NPz9/WVkZFQUFNwkJRMlJG4rKxsxGJwlUK5cuTJ48ODCwkIHB4etW7fWNJr0dGJpSWbN2rJpU8+ePUNCQlRVVQkh79+/NzEx4WxnVlpaKi0tTXNzTZ09S9q0IdHRwo6DasxSUsihQ2TgQKKoSAYPJocPk9RUYcckvpKTyZ495PNn7inn2YbNJmfP8vcXmclkhoeH/+QHgs/Nlc5vVlBQuHv37oMHD16+fJmcnPx/9u48Lub8jwP4a0rRXRKlqBTaTqQckcixckR0uK1zE1nrWr9dVusm61zr3HWkooNSOSohx6LVKiJXiEJUJN3z+f0xs6ONDjTzner9fPhjvp/5znfefdW85/t9fw5dXV1bW1s7OzuxX8hLn2rrzQCcnJzOnz9vYWExadIkXV1dHx+fsrKywMDAgoICHR2dnJycQFXVgHfvvisriwNuNW58bfnyJFlZY2Pjxo0b//LLL9OmTfv46l5ZWYiLw7NnePkSr14hO5slJPBGjMCqVfMBxuP1798/Pz9f8LVg6dKlkyZNAnDixAlLS0t5eXlxnI16yMNDuJrkuXMNffUe8qnS0nDkCI4exY0bGDAAEyfi0CGoqHAdVj31+jUOHMDRo7h2Dc7OGDFC2N6oEe7fx7RpePsWwcGchlh7qs3excXFDx8+zM/Pr2zerrris6+bay4xMfHnn3+eNm2aqqpqSkoKY2zu3Llr1qwRTLmlra29YMGC3l27HnNxud+s2SNZ2eeenmz//teHDtmrqbGMDFZSwl6/ZmlpLD6e/fIL69KFqaszZ2c2a1bR//4X3r+/V9Om/WVl9fX1ly1bJuhCn5eXt3r1am1t7SNHjpSUlBQXFwcHB+vo6MTExIj1J62H1qxh5ubs5Uuu4yB1wfXrzMeHdejAmjdnU6eyqKj3yx6QWicaLnTmDJs4kR09WnF5j02bWLNmbP16Vlpau+/M4XVzVbn5wIEDxsbGMjIyABITE7/55ptly5bV3Qwt1npzBR07drx06RJjzNvbe+PGjYyxmzdvysvLm5iYKCoqmpiYKCsrx65dy374gY0bl9O1a6qCAtPRYY0aMRUVpq/PbG3Z3LksNlYwvqKkpKRbt27jxo178OABYyw1NdXFxWXAgAGi/4vo6OjOnTsrKioqKSnZ2dmdP3/+M35MwhYtYra27M0bruMgUqmsjF24wObNY0ZGzNCQff89O3eOSWYttQYoN5cFB7MpU5ieHqu2k9P//vf+/natksbcfPDgQQAeHh6CQVOJiYnbt2+XkZERZJq6SKz15grWrFnj5ORUUlKyd+/eQYMGMcZ2795tbW0dFxfXtm1bXV1dQWGYMVZQUNC3b9/169dXcTR/f//evXuXbykrK7O2to6KiirfWFhYSDXmL/Xdd6x3b1ZuWD9p6EpLWXw88/ZmLVsyU1O2cCGLj2d19hKlbigoYNrabOBAtmkTu3PnIzvw+Sw0VALTjFeam8Wv0nrzypUrx48fv2/fPlHL9OnT79+/v3379tmzZ4v/XrsUqUm9uYI5c+YkJCRYWVmNHj362rVrJiYmxcXFUVFRrVu37tOnz759+/z8/LKyst68eRMYGGhvb+/t7V3F0S5evDhs2LDyLTIyMs7OzhcuXBg4cGD5OD8pSPIRv/6KyZPh5oaQEBp42qAVFCAmBkFBiIyEoSEGD0ZsrHjngWqYSkqQkIBz5xAXh0ePkJICHg9NmiAz8+P7l5YiNBSrVqFRI/z5p2RjlahKx9g9ePDA6YNR2507d3706JGYQ5I6NRnfXIGcnNzhw4c3b96cl5fXv39/AE+ePOnSpYuGhkZubu79+/c9PT2zsrLk5eX9/f3//PPPRo2qWnTkw2m3BVEJ1jIjtYnHw65dkJfHN9+Az+c6GiJx2dnYvx9ubtDRwZo1sLZGcjISErB0KSXmWlNc/P7xsGHw8sKzZ/D0xKVLqHpNxtev0a4dfvsNv/yCK1dgbi7uSDlUaUpo3779xYsX3d3dyzfeuHGjbdu24o9KurDq5tOujKOjY69evUaNGtWkSZNly5bJysqmpaWFhIQEBQUdPHgwJSVFRkYmJCRk5cqVgwcPruI4tra2wcHBXl5e5RuPHz8+d+7cT/5hSLVkZeHvjyFDMGsWfvuN62iIRKSn4/hxHDuGc+dgbw9XV+zcCXV1rsOqR968QVwc4uNx8SKSk3HtGgSpJDKy+te+fAnBIkxqaoiJQZs24g1VSlR2s3vXrl08Hm/hwoU3btwAcPLkyT179igqKm7atEmCt9xrkyTrzSJbtmwxMTFp3bq1qqqqoqLi0KFDFyxYICsrGxISUlpayufzY2Ji2rRp4+/vX8VBCgsLLSws5syZ8/r1a8bYq1evpk6d2q1bt9La7pRI3nv7lnXvzn78kes4iDjdv882bmR2dkxTk40bxw4fZnl5XMdUX5SUsMTE9wMffv2VDRzIli1jZ86w/PwaHaG4mIWEsP79WfPmLDNTfJFWgcN6c6W5mc/n+/r6qqmpibK4oqLikiVLGmA/7dLS0qdPn1a72/Pnz8PDwwMDA1NTU0WNrVu3NjMzS0pKYowVFBRs2rRJTk7OyMio/HIUCQkJ+vr6VZ/YrKysqVOnKikptWzZUkVFxdvbWzTPCRGXnBzWoQNbs4brOEhtu3GD/fwzMzVlrVqxadNYeDgtOFFr0tLY/PnM3p6pqDBTUxYb+5nHiYpiOjqsZ0/m58dh30wOczOPVbncQl5eXkpKSnp6esuWLU1NTdXr8k0eFRWVDRs2TJkyRRwHX7duna+vr62trZKS0oULFxwcHLZv356Xl6enp3f27FnRnC2C2TT19fXXrl07QjRwHtDR0bl27ZqOjk7V71JWVvb8+XNtbW0ZmoxXMjIy0LMnFi7EtGlch0K+TFkZLl1CUBBCQyEvj8GD4eoKO7tqCpykajk5uHoVV6/iq6/g4gIA168jKgo2NrCxQblLuxp5/RrZ2TA0BIAnT5CfD64Xq7Wysjpw4MAXLrz7eSqtNz979kxdXV1FRaVLly5dunQRNGZnZ587d65Cn+F6j1VXb963b5+/v/+1a9d0dXUBFBQUTJw4sUOHDllZWXw+38PDo0+fPq9fv87OzrawsODxeE+fPm3z35IJn8/n1eAz4jN6pZEv0rIloqOFiz17eHAdDfl0hYWIjkZEBMLCoKkJV1ecPAlTU67Dqvvu3sWgQXj+HNbWsLF5XwO2soKV1acdqqQE0dE4eBBRUfjuO/z8MwDo6dVywHVOZRfUANq3b5+cnFy+8dKlS1W8RMqJr97cuXPn06dPizazsrJat27dpEmT7du3d+jQoXHjxioqKsOHDz937tyyZctkZGTk5OTK38G+cOGCkZGRaLO0tPTx48fFdJNNety4wbS12UenvCfSKTubHT7Mxo1j6urMzo5t3MjS07mOqc46e5atXcs8PFi7dszVVdhYWsru3KmdqVcMDZmdHdu6lX3iFE8SwOE97apujfJ4PFtb2/JDnBumasc337t3r2PHjqLNX3/91dnZ2dzc3NDQMDU1tX379k2aNImKitq3b9/Ro0dVVVVLS0v3799fWFhYUlISFhbm4eGxbt06AK9fv549e7aampqdnZ26uvro0aMzMjLE/uORapmZITwckybh3DmuQyFVysrC/v0YMgQGBti/Hz164PZtnD+P2bPpOqymnj/H8eM4cEC4mZ+PtWvx9CkGDkRoKAIChO2ysmjb9nNWuuTzceEC/vc/5OQIW1JScP48vLzw6WNh6rGqzuyePXv+97//TZo0aerUqQUFBRKLSdpUeydZXV09KytLtHnhwgUXF5cXL14YGRlpaGiUlpbu27fP0tKysLCwc+fOCgoK7dq127x5c7NmzTQ0NNasWbNv377hw4fz+fwhQ4a8e/fuyZMnjx8/fvnypbGxsYODw5s3b+7evZueni7+H5RUzsYGgYFwdcXff3MdCvlAWho2bUKPHjAxQUQEXF3x5AmOHcO0aWjRguvg6o6xY6GrC1NT/Pornj4VNiopISICGzdi/HiYmeGDiRY+QWoqZs9G69b49ls0aQIFBWF7kyZfGnm9VNkFNQDBjNAxMTFaWlpWVlZ3795tmPe0q51Pe9asWTNnzhRt2tnZLV++3NzcnDFmYmKyfPlyY2NjWVlZBQWFkSNHPnjwYPDgwceOHRMsTSF6VVRUlI2NTfl73Xw+v2PHjkpKSm3btm3VqpWRkdHHVxIlEhMeznR0JDBTIKkRQXdra2umpcXGjWPh4YzmrK2Je/fYnj3M25vZ2zMDg/erdFy+XPtLTRcWvh8xdeQIW75c3NNQ1y5pHEMlys2MsSdPntjZ2amoqMyfP78B5uZq682vXr2ytLQcNmxYSEjIqVOnOnXqpKSkdPnyZcbY0KFDDxw4kJ+f36JFi7t37zLGSkpKdHV1BY/Lv4WLi0u3bt18fX1v3brFGIuPjx8wYICmpqa9vb1gnzNnzrRq1erUqVOf8SOQWuPnx1q1YmlpXMfRUJWVsfh4tnAha9uWGRoyb28WH08LTlQlK4tFR7NNm1hurrBl1iw2dizz9WUxMeIq8ebmssBA5uHB1NXZ5s1ieQuJkMb5tMvT1dWNi4tbtGiRoCza0FRbb27atGlCQsKOHTv8/Pzevn3bvXv3p0+fXrlypWPHjt7e3hMmTNi+ffuQIUOMjY2LiormzZvXoUMHY2Nj0cuvXLni5uamoqKiqamZkZHh4OCgrq7O4/HS0tK6du36zz//ODs7+/v79+rVa/PmzcuWLevXr5/4f2hSiTFj3i/2XN2YN1JriooQH49jx3D4MJo2hasrAgJgbc11WNJt7Vps3oz8fFhZoWNHiIbLbt4s3vd9+BAdO6JHDwwdik2b0Ly5eN+uvqosaScnJ+d/MHtLZGTkzz//LN5vC2IjgfWbRVJTUwcOHKikpKSrq6usrKyiouLg4DBixAg9PT03N7fs7GzRnoWFha1btw4PD4+PjxcsiTF58mQ1NbXNmzebmZkNGDBgz549EyZMmDFjBmMsLy9PWVlZMj8Cqcry5czCQgq7ldY3+fksPJyNG8c0NJidHVu9+uOrEjVwaWls40Y2aRKztmaKiiw+Xtj+5Ent36P+UGkpO3eOLVzIxowR+3tJnPTOPVKffPbcI+xz59MuKip69epVy5Yt8/Lyrl69mpOTY2lpWWFC8lOnTq1YseLs2bMAXF1d37x5c/HixRUrVhw5ciQhIcHMzCw+Pj43N7ddu3YvX7589eqVqanpy5cvPzUSUvsWLsTZs4iJgbIy16HUO69eITISQUE4dw62thg8GO7u0NbmOiwpUFqK27eRnIzr1zF4MHr0AIAjRxAbC0tLWFnB3BxKSpKLZ84c7N8PAwMMGoQRIz55ZLPUk6K5RyZOnGhqarpgwQJfX9/KXjNv3jwxRyVdCgoK7t69K5qApeYaN24s6OCtoqLSp0+fj+7z9OlTIyMjwWN/f/+1a9fGxsZ+//33jRo1aty48Zo1a+Tk5LS0tBo1apSTkxMQENC7d++avHV6evrDhw8NDAw+dXVLUlOrV+Pbb+HsjMhI6mhaOx49wtGjiIjAlSvCBScOHoSqKtdhcSozE/Ly0NQEgGPH4O6O1q2FaVg0Kmz4cAwfLolg+HxcvYrYWEyZIrxTPXIk5s8HTYgkDhWuowE4OjoyxvQrJ/GL+9oh7vm0P8+JEyd69eol2iwpKVFWVt6+fburq2toaKiOjs6+ffvu37+vqKjo4+PTokWL8pN1f9T9+/f79euno6PTs2dPHR2dvn373rt3T0zBN3RlZczDgzk7s5ISrkOpy27cYKtXMzs71qyZsLu1qOdww5SZyb77jjk6smbNWLNmbNs2YXtpKWczS//1Fxs1ijVrxiws2IIF77uV1XdS1E87Ly/v3bt3nIQibpKsN9dcQUFBq1atoqKiRC3u7u6ampphYWGMsStXrjg5OSkoKCgrK0+cODG9urmN3r59a2houHHjRsESVaWlpRs3bjQ0NMyj1XXEpLiYDRrExo2jrsKfpqyMJSSwn39mJiZMX595e7Po6Ib4FefhQ3bkCFu2jLm6sp9+EjY+fco2bGAnT7KMDM4CKyxksbEsJUW4efo027OHPXnCWTwckaJ+2spUPPsA+9x6c000adLk0KFD7u7udnZ2Xbt2zczMPHv2bOPGjTds2PDw4UMA+fn55ubmUVFRzQQrmFYpICCgU6dOs2fPFmzKysrOnj07Pj4+MDBQTIt8NHRycggKwtdfw9sbW7dyHY3UEy04ERwMdXUMGYJduxrQghO5uUhKQkkJHB0B4NkzDBgAY2NYWMDFBT17Cndr2RLffcdNhPn52L0bp07h/HmYmcHHB199BQC9e6Nm1TRSWyrm5pokgIbWF+mz68011K1bt5SUlICAgJs3b2pra0dHR5uamgYFBV28eBGAp6enq6trDReeunnzZg9B95By7O3tk5OTaz9uIqCggGPH0KcPli7F0qVcRyOVCgoQE4OgIERGwtAQgwcjNhYmJlyHJSmlpXBzw99/IycH5uYYMkSYm7W1cfs218EBz58jKwvm5gDw7BlSUzF5Mg4eRF1edbAeqJibly9fLnhQXFy8ZMkSVVVVNzc3XV3dzMzMw4cPy8jIbG14FwfVjm/+csrKylOnTi3f4u7u7u7u/qnHUVBQyMvLq9CYl5enqKj4RfGRqqmq4sQJ9OoFZWU0sJ6SVcnORkQEIiJw6hTMzeHqitWr63m/oYsXcf48kpORnIySEty8CQCNGgnnqjQwkKI7BLGxiIpCTAzS0zFlCtauBQAjI2zbxnVkBPgwN3/77beCB15eXmZmZrGxsU3+7YO6bNkyR0fHiIgIJycnicbItTq0MmO/fv1mzpy5YMGCxo0bC1qKiooCAgK2bNnCbWD1X7NmOHUKPXtCXR0NvHyQno7jx3HsGM6dE3a33rmzHl6EFRTg5k1cv46HD/HTTxD8xe3fD0VF9OmD776Dmdn7nXv14irM90pLceeOcH1MxrBrFywssGMHbGy+aJZsIh6VzgsWFha2fPnyJuUGhzRu3HjKlCk//vjjtgb2xUqs9eba1bt3b2trawcHh59//vmrr766deuWj49Px44dazjyinwRXV2cOgUHB6iqws2N62gk7sEDHDuGoCDcvg0nJ4wfj4CAejX4++lTtGwpvPAdPx7BwTAxgYUFrK3R6N8P0u3bOQzw4x48QFgYYmMRHw8TE5w9iyZNwOMhMJDryEhVKs3NfD7/qWgpkn+lp6fLNrxvWOKuN9euffv2HTx4cN26dffv3zcyMvLy8hozZgzXQTUYxsY4fhz9+0NFBQMHch2NRNy8iaAgBAUhLw8DB2LhQnz9NeTkuA6rlpw5g6AgJCUhORmqqjh7FoaGALB5M/74431Kljb370NXVzjsfv9+vHiBb77Bvn3CcdKkLqj0d8vJyWnlypUmJibDhw+XkZHh8/mhoaGrVq0aP368JOOTBhKoN9ciHo83duzYsWPHch1IQ2VhgaNHMXQogoPf97ytZ0TdrUNDIS+PwYOxY0ed726dlobr15GUhKQkLFoknKw7Nxft2mHkSFhZ/Wd1YSm8RZ+bi/BwxMYiLg4AQkPRuTMA6p9YR1Wamzds2HD//v2RI0eqqKi0bNkyIyMjLy+vb9++69evl2R80qAO1ZuJVOjSBQEBGDkSx4+jUyeuo6k9hYWIjkZEBMLCoKkJV1ecPCmsX9Y5797h5k20bi1c4HnzZvj6wtISlpZwcxMOHAIwbBiHMVbv2TPIykJLCwDi4nD8OBwc8NNP+O/EwKQuqjQ3P3/+PDg4ODk5OSEh4dmzZ7q6ura2tnZ2dpIMTkrUoXozkRZ9+mDnTgwejNOn6/xgoZwcxMTg2DEcOwYzM7i6YvHi9xNG1i1JSVixAklJePwYJiZYuRIDBgCAtze8vbkOrmZKSxEejtOnEReHzEysXo1p0wAJztxJJKLS3GxrazthwoQNGzY4ODhIMB5dZQFNAAAgAElEQVRpVLfqzURaODvjzRsMGIBz56Cvz3U0ny4rC8ePCxecsLfHkCFYt054lVknpKTgn3+E/5ychLN5qKnB2RmLF8PERHqrxR/KzcWLF2jXDgDS03HgAHr0wKRJ6NABNZv5gNQ5lf52enl5BQYGrlixgobG1q16M5Ei48YJF3uOj68zWS0tDeHhCArCrVtwdISrK/z9oaLCdVjVyc9HUhIaNYKNDQAkJ8PDA2Zm6NgR330H0Q0/ff269D0pNhYnTiAuDnfvYswY4chjQ0McOcJ1ZETsKs3NpqamrVq1MjMzc3Fxad68efnu2Q1tHSqqN5PP5+WFrCz0748zZ6ChwXU0lRN0t46IwOPH+PprLFyIAQMgL891WNXJy4OnJxISkJ4OU1OMHSvMzRYWwnk/6pa3b5GcjG7dhJt//gkTE2zaBFvb+tP1ndRMpes3GxgYVPYawTzPdY7k12+u4oCHDh3y9/d/8uSJsbGxp6cnjT+u5+bPx4ULiI6W6Nq61eLzcfEiIiIQGorSUgwZAldXdO8upbdJMzJw9SoSE3HtGmRkcPQoAJSUIDwc7drhq6/q0j3qCv7+GyEhOHMGycno2hXHjtGqo1JCitZvFqmjCVgcarfezBjz8PB49OjRwoULDQwMkpOTp02bNnr0aB8fn1o5PpFGa9di2jQMG4aICPw7ZRtniooQH49jx3D4MJo2hasrAgKEQ4akB2O4fx8PHqB/f2HL8OFo1gwdO2LChPdXlnJyGDGCqxg/37t3+OsvWFtDTQ0A4uIgJ4eVK9G1K2VlIvBp3zSvX78eHR3d0O5p1269OTw8/MGDBxcvXpSTkwPQsWPHwYMHm5ube3h4fCUauUHqGR4P27dj9GiMGoXDh7m5wnv3DrGxwhvXpqYYMgTnzknjYJuNGxEWhsREqKmhWzc4OgpnlLx8mevIvlhaGvbuRVwcEhPRoQN27hTm5gb2iUpqoqp5wQICAq5fv87n80WNZ86cyczMbGi5uXbrzcePH584caJcuepR06ZNR4wYcfLkScrN9ZmsLA4cwLBhmDIFf/4puWk6Xr1CZKSwu7WtLQYPxtq10NaW0LtXgTHcu4e//0ZCAm7cwB9/CJfBaNsWixahUyfUYE08aVdYiMuXoa2N9u0B4P59lJVh8WLY2aHB97ElVas0N/v4+Pzyyy8WFhZ37txRV1dv3bp1SkqKvLx8YMObhbV26815eXkaH/QJ0tDQePPmTa0cn0gveXkEB+Prr/Hdd9i0Sbzv9egRjh5FRASuXBEuOHHwIFRVxfum1UpLg66usIuZtzciItC5M6ytsWABdHSE+wwaxGGAteP1a2zejLg4XL0Kc3P8+KMwN/fti759uQ6O1A2VdvrYt2+fp6dnUlLSH3/8YWNjc+XKlbS0tGbNmpW/jG4gBPXm2jqaiYnJ5Q/uzv31119m5VetIfWVoiKOHcP581ixQizHv3kTa9agRw907oy//4a3N168wLFjGD+es8R85w4WL8bAgdDSgr09rl0Ttm/ZgrQ0BAXhhx/Qp0/dnu+zpAQXL+LkSeFmXh4KCjB/PjIzcekSBg/mNDhSJ1V63ZyRkdGzZ08AvXv3njNnDmNMS0vLy8tr+fLlX3/9tQQj5F7t1psnT57cqVMnBweH4cOHA+Dz+Zs2bXr8+PFg+gNuINTUcOIE7O2hqIg5c2rhgHw+EhNx7BgOHUJBAZydsXQpHBy4qWq/eYOEBFy9iu7dhdOJP34MGRnMmAEbG6m4l167NmzAyZO4dAnGxpgwQTjLmJ4eVq7kOjJSt1X616upqZmamgpAR0eHx+MlJydbWlpqaGj8888/EgxPKtRuvblly5bh4eFTpkxZsmSJoaHhjRs3DA0No6KiGnPefZdIjJYWoqPRsyfU1DBp0mceRLTgRHAw1NUxZAh27eJywYmEBIwfjydP0KEDbG3fL3lUn27klpXhn3+QmIhJkyAjA8bw7h08PREQINWD10kdVGluHjp06ObNm/X09KZMmWJtbb1p06alS5cGBwc3wFk4an18s62tbWJiYlJS0pMnT9q2bWtS1+dbJp9BT+/9Ys8jR37CCwsKEBODoCBERsLQEIMHIzZW0lN2p6fj4kVcvowrV9CjB1avBgBTUxw+jK++Qr1cRjYkBAcO4Nw56OhgwAAIpoXg8fDjj1xHRuqnSnPzunXrysrKIiMjp0yZsnLlyu7du//xxx+ysrIHDhyQZHzSQBzzacvKynbs2LFjx461eExSx7Rt+36xZ8G90CpkZyMiAhEROHUK5uZwdcXq1ZDYF+V375CVJZzt8tkz2NujQwd07Yrly2FrK9xHURHm5hKKRwJSU3H2LIYOFd6HLyqChwd27Kgzc6+SOq7S3Kyqqrp7927BYysrq4yMjCtXrhgbGxsKlhZvSGg+bSIulpY4cgTDhiE0FB9d5C09HceP49gx4YITrq7YuVNyiwcfOYLTp3HpEm7fxtCh8PcHAG1tpKVJKADJ+/tvbNqE06chK4s+feDkJGwfPZrTsEiDU9PeImpqav369RNrKFKL5tMmYtStGw4exIgROHECHToIGx88wLFjCArC7dtwcsL48QgIgLKyeCMpLsbff+PGDUyeLJy2MzYWbdpg1Ch06lRv56t6/hxxcTA0hODGWGkpevbEzz/DyIjryEiDVjE3N6vBeP+XL1+KJxgpRes3E/Hq2xebN2PIEPz+Oy5cwJEjKCjAsGFYtgz29pIo3+7cCT8/JCaiXTv06gU+X5ibt24V+1tz5eVLLF+OmBhkZKBXL3z/vbC9SxfQarBEClTMzcuXLxc8KC4uXrJkiaqqqpubm66ubmZm5uHDh2VkZLbW4z/XStD6zUTs3NyQl4fFi+HkBD8/WFuLsbv148eIj8fly5gzB4ISlb4+lixB165ivzTnUGEhLlzAmzcYPhwAysqgp4e9e9GxY/3svEbquIq5+dtvvxU88PLyMjMzi42NbfLvvaxly5Y5OjpGREQ4iWowDQPVm4kkTJ6MyZPF+xZ+fvjf/1BcjB490LMntLSE7dX2RKvTNmxAVBT++gsWFhg/XtjYogXNYk2kWaXzgoWFhU2dOrVJuSJT48aNp0yZEhYWJqZQSktL09LS3r17V6E9Pz//2bNnYnrTmqB6M6l7+Hxcv45NmzBiBIKDhY29eyMmBs+eITgYs2fX26vku3fh7w/BDIaMobAQ3t54+hQXL+Lfaw9CpFyluZnP5z99+rRCY3p6uqwY7v+UlZX98ssvqqqqbdq00dDQmDNnTklJiejZ33//XUc01y4XGGPZ2dkcBkDIp7l0CVpaGDUKt29j5Mj3yyzq6qJdO04jE6czZzBlCvT10acPTp9GaSkA8HhYtAhDhnA/lzghn6LSftpOTk4rV640MTEZPny4jIwMn88PDQ1dtWrVeNFNodrz22+/LV26dNasWT179rxw4cKWLVuysrL8/Pxq/Y0+D9WbifRiDMnJiItDXBzatMGvvwKAjQ1SU+vDOk5VKyzExYuwshLOQXb3Ljp0wLx5kp6JhRAxqDQ3b9iw4f79+yNHjlRRUWnZsmVGRkZeXl7fvn3Xr19f60Hs2LFjxowZmzZtAjBy5EgrK6tvvvlmxIgRghmnOUf1ZiKl3r5F27ZQU4ODA0aNej81ZqNG9TkxP3+OAwdw6pSwhPz778LcPHUq15ERUmsqzc0qKiqnT58+e/ZsQkLCs2fPdHV1bW1t7T46PcIXS0tLW7x4sWhz4sSJERER8+bNGzhwYBMpGFVJ9WYiFTIzEROD2Fg8eIBz5wBAWRm3b0NNjevIxO/FC5SVCdeRTE7Gw4eYMQNBQQ3iZycNUlVzj/B4PAcHBwcHB3EH0bp168uXL3t4eIhaNm7caGFh4eXlJZqbjEM0vplwz9UVp0+jd2/07YslS9631+/kdOYMTpzAqVN4+BA+Ppg1C6hfi2cQUolKc3N2dvbixYsTEhLKysoqPJWQkFC7QUydOnX+/Pnv3r1zcnLq37+/goKCnp7ejh073N3deTyevGAl9hq4ePGit7d3Zc8WFBTk5OR8RnhUbyYSJVjzMToap09j61Zh763t26Gu3iBG4r57B0VFAHj2DL/8Ant7/PYbbG0bxM9OyL8qzc3Tpk2LiIgYNWpUC/HP7T579uySkpI1a9bs3Lnz1q1bgnWZ3NzceDzezJkzX7x4UcPjWFtb79ixo7Jn7e3tNT5rHTeqNxPJ8fPD999DSwv9+2POHBgbC9tFSy7WS/n5iIvDiRM4cQKamrh8GQC0tXH6NNeREcINHhMsdvYBVVXVVatWeXl5SSwUxlhGRoampmb5GnNxcXF8fPyDBw+mfnFHDxUVlQ0bNkyZMuULj0NIrSkrw19/4fhx2Npi6FAAyMxEaSka2nfBfv3AGAYMwNdfw8KC62gIEbKysjpw4IClpaXk37rS62ZdXd02bdpIMhQej6erqyt4XFZWtnDhwjlz5ujq6jo6Ojo6Okoykgqo3kxq3/PnmDMHp06hVSsMHAgzM2E7p0P5JSE/HzExOH4cMTE4cUJ4YyA6muuwCJEulc49MmnSpJ07d35YbJYMxtj69euzsrI4efcKBPVmrqMgdV9SEiIjhY/l5eHkhOvXkZiIlSsbyqpHv/8OHR1s2YJ27RAR8f6OPSHkvyq9btbR0Xnx4oWFhcXgwYO1tLR45Wben9fA5qGlejP5IvHxCAxEZCRkZTFpEgYNAgANDYwdy3VkYlZUhHPnEBWFnj3h4gIA48Zh3Lh6O1coIbWn0tz8008/CR4cPny4wlMNLTfT+GbyyQoL3y947OcHIyNERcHUlNOYJCgzE15eOH0apqYYPBg2NsJ2ysqE1Eylufnhw4cSDKMiGRmZ6OhoI+m40Uf1ZlJTmZkIC0NoKK5cwT//wMAAACofO1CvJCbiyRMMGQIASkrw8MDOnfV5ejJCxKnSevNHXb9+3dfXV0yhlCcjI9O3b18VFRUJvFe1qN5MamTrVpib48IFfPstMjKEibnei4+Hlxf09eHmhuRkYaOqKtzcKDET8tkqvW7m8/kBAQHXr1/nC5ZaAwCcOXMmMzOzod3Tpnoz+bg7dxASgvbthcXU6dMxfTrk5LgOS/wKCqCgIHwcEgIDA5w6hfbtOY2JkHql0tzs4+Pzyy+/WFhY3LlzR11dvXXr1ikpKfLy8oGBgZKMTxpQvZn8R3ExfH1x6BCysuDigmHDhO31PiunpSEsDOHhSEzEtWswNASAjRu5DouQeqjSe9r79u3z9PRMSkr6448/bGxsrly5kpaW1qxZs/KX0Q0Erd9MAKCg4P2DvDz89huePMHWrfjqK07DkpRNm9CtG27exPffIzNTmJgJIeJRaW7OyMjo2bMngN69e1+5coUxpqWl5eXltXz5cgmGJxWo3tygvXiBrVvRvTtMTSGYRE9NDatWoUcPyHxad426hM9HfDzmzoW/v7DFywsZGdi1C4MHQwpWhyOkfqv0w0VTUzM1NRWAjo4Oj8dLTk4GoKGh8c8//0guOulA9eaG66ef0L49/voLP/2Eu3dRbpR/vZWXB09PtGwJb2+oq6NHD2F7o0b1+bsIIVKm0j+2oUOHbt68WbBEo7W19aZNm9LT04ODgxtg5ZXqzQ0In4+YGIhuk3h64skT+PnByQmNqlpQtW4rLIToOzePBwsLXLyIxEQsXozWrTmNjJAGqtLcvG7dOhcXl8jISAArV64MDAxs3bp1VFSUj4+PBMOTClRvbhBSUvDDD9DXx6JFEE0Wq6sLJSVOwxKnggKEhmL0aOjo4N+5hqCsjBkzINm59AkhFVQ1hmrHjh2ysrIArKysMjIyrly5oq+vL4ElI6UNrd9c/927h8GD4e6OU6caSt8uAJMm4eVLjBiBDRvQ8P6uCZFmleZmDQ2Nu3fvGv87Gb2amlq/fv1iY2M7d+785s0bSYUnFajeXA8xhjNncPo0li0DAGNjPHjAdUxiVliIEycQEgJPT3TvDgABAVzHRAj5uIq5OTAwUDSC+dtvv1X+7/y3KSkpDfC6merN9crLl/jzT+zejcaNMWMG19FIxKNHWLIEERHo0AFubrCy4jogQkg1KuZmeXl5UT5WUlKqkJvt7e2/+eYbCYUmNWg+7XplwwY8e4Z9+9C1K9ehiBOfj5wcaGoCQHExbG2xZg20tbkOixBSIxVzs4uLi4uLC4B79+5t3bqV7uWC6s113evX2LcPRkbCxRlXrOA6IDFLSEBAAA4dQu/eOHAAANq2Rdu2XIdFCPkElfbT/uuvvygxC1C9ua66fh3TpsHQEH/91VA6HtvbY/RoKCsjJkaYmAkhddBHcnNRUVFISMjJkycFmxkZGa6urnp6er179z537pxkw5MKVG+uk969wzffwMAAt2/D37/e9r5+9Qq7d78f9BUaijt34OMDExNOwyKEfJGKufnVq1fdu3cfOXJkTEwMAMaYq6vriRMnvv7669zcXEdHx8TERC7i5BKNb64zcnOxYwdevwYARUVcu4b//Q/Nm3MdlhiUlCA0FMOGwdgYZ85ANMs9LctISL1QMTevXbv24cOHCQkJ69atA5CQkHDx4sXt27fv3r378uXLZmZma9eu5SJOLtF82nVAWhpmz4aRES5ebBAzax47hm3bMHw40tPh50ejkwmpZyrm5vDwcC8vL2tra8Hm8ePHW7Ro4erqCkBeXt7NzS0hIUHSMXKN6s3SLioKNjZQUEByMvbtg6oq1wGJQUYG1qzBypXCTRcXxMRgwgT8dyQFIaR+qJibHz16ZG5uLtqMiYkZOHCgvLy8YLN58+ZPnjyRXHTSgerNUurFC+GDfv3w5AlWr0a9/G8KD4eTEywscP8+nJy4joYQIgkVc7OGhkZubq7gcXZ29qVLlxwdHUXPZmZmamlpSS466UD1ZunC5+PIEdjYwM1N2CInV59XLYyLw5gxePIEO3eiQweuoyGESELF3Gxtbb1nz56ioiIAu3fvLisr69Onj+ApPp8fFBRkYWEh6Ri5RvVmKXLqFCwssGoVfvwRp09zHY0Y5OVh50706IHr14UtGzZgzBgoKHAaFiFEoirOPbJ48eLu3btbWlpaWlqGh4cPHjy4ZcuWfD4/NjZ2y5YtycnJW7du5SRQDlG9WYqUlWHjRvTrx3UcYvD0KXx8EByMPn3w00+wtOQ6IEIIZyrmZhsbm/j4+FWrVt28edPd3X39+vUAiouL+/fvr6GhERAQYG9vz0WcXKJ6M5fKyhAYiJwczJwJAAMHch2Q2Lx6hbZtkZJCM2sSQj6yDlXXrl3DwsLKt8jLy9+9e7dNmzYyMpXOI1aP0Xza3GAMISFYsgTNmqFejty7fh2//46XLxEcDACWlnStTAgRqFGulZGRMTY2bpiJGVRv5sq4cVizBps24dy5+rYuxbFj6N4dQ4eiVSs0vCIRIaRala7fTESo3syNzZuhoVE/JxJJT8eiRXBygqws16EQQqRRA70U/iRUb5aQtDS4u+PHH4WbTZvWn8R8+jRcXRESItycMQNDhlBiJoRUhnJz9Wh8s9i9fYulS2FjA0NDLFrEdTS1h8/Hnj2wtMTs2XB0rM8d2QghtYruaVeP1m8Wu2++gYYGbtyob12Us7Nx9iw2bEC5CXwIIaRalJurR/VmsQsK4jqC2nPtGg4cwC+/QEUFzZph/36uAyKE1D10T7t6VG+ufU+fYtQozJrFdRy1hzFERsLREcOGQU8PiopcB0QIqcMoN1eP6s21qaQEa9agQwe0a1evRi0fOIClSzFpEu7fx9y51M+LEPIl6J529ajeXJu8vfHkCS5fRps2XIfyxfLykJICwS/G+PEYP57rgAgh9QRdN1eP6s216fffcexYnU/ML17gxx/Rpg0CArgOhRBSD1Furh7Vm79USAgmT+Y6iNqzcSO++gqvX+PKFWzcyHU0hJB6iO5pV4/m0/58WVmYMQO3bmHXLq5DqT09e+Lmzfo23IsQIk3ourl6NJ/2Z7p6FVZWMDbG33+jWzeuo/kCd+5g/HisWCHctLamxEwIESvKzdWjevNnatkSx49j1So0bsx1KJ9LkJV79EC7dvVqxBchRLrRPe3qUb3501y9CjMzKCpCVxe6ulxH82W+/x5du2LrVqiqch0KIaQBodxcPao311RRERYuxNGjOH++Dk++kZ4OeXm0aAEAERFcR0MIaYjonnb1qN5cI7dvo1s3PH6Ma9egp8d1NJ/l2TN4e6NjR1y9ynUohJAGjXJz9ajeXCNjx8LTE6GhqKM3GH78EebmaNQIt25h8GCuoyGENGh0T7t6VG+ukYQEriP4AoxBTQ3Xr3NVIL99+3ZcXFxOTo6VldXAgQNlZOhLMyENGn0EVI/m065Uaip++43rID4Xnw9/fyQnAwCPhwULOEnMjLEffvihT58+ycnJ+fn5K1eutLW1ffTokeQjIYRID8rN1aN688eFhMDeHhoaXMfxWaKj0aEDfv8dTZpwG8jevXtPnz6dkpKybdu2FStWXLhwwd3dfdSoUeX3uX37trKysmizf//+Tf41ZMgQiYdMCBE7uqddPao3V1Raih9+wJEjOHECHTtyHc0n4vMxbBhu3cLatRg+nOtosHfv3mXLlqmrq4ta5s2bt23bttu3b5uYmAAoKyubNGlSYWGhaIfU1NTjx4/r6OgAUFJSknzMhBBxo9xcPao3V5SUhIwMJCTUyYtmGRlMn45+/SAvz3UoAPD48eP27duXb+HxeO3bt3/06JEgN2/ZskVPT+/KlSuCZ0tKSp4/f96zZ89GjeiPl5B6i+5pV4/qzRV16gR//7qUmEtLsW0bLl0Sbg4aJCWJGUDz5s3T09MrND5+/FhbWxvA/fv3t2/fvnr16vJPKSgouLi4GBkZjRo16smTJxINlxAiEZSbq0f1ZqGzZxEdzXUQn+70aXTogPBw6ZykzMPDY8WKFaWlpaKWQ4cO8Xg8S0tLPp8/derU9evXq5ablezZs2fa2trTp0+PjIyUl5d3c3PjImpCiHjRbbHqUb0ZAHbuxM8/4+hRruP4RGPH4tIl/PornJ25DuXjZs6c+ddff3Xo0GHChAlNmzaNi4s7d+5ceHg4j8fbtWtXy5YtBw0a9PLlS9H+dnZ2t27dEjzetm2bqqpqVlaWlpYWR+ETQsSCrpurJ8l6M2MsKCjIwcFBXV1dXV29S5cufn5+fD7/S4758uVLHo935syZCu3nz5/n8XgxMTHVxoQFC7BhA86fR5cuoubt27c3a9YMwNu3b3k83sSJE6s+TGhoaGBg4KeH/2XGjcPNm1KbmAHIyckdOnRow4YNL168uHTpUrdu3W7dutWhQwcAp0+fDg8Pb9asWbt27crKypo1a/bXX39dvnxZ9F8pLy8vKysrJyfH5Q9ACBED6b1uLikpiYyM7NGjhyABcEiS82l7e3tv3bq1f//+P/74o7y8fHR09Lhx427fvr18+XIJvPvHhYfj4kVcuFDZhF+ysrKOjo6mpqZVHyY0NPTt27ceHh5iCPG/zp0Dj4eePQFgwACxv11t6NevX79+/So0/vbbbwUFBQCys7M7duz4zz//aGlpXbp0afjw4ceOHbOwsFi1alWPHj3K9/EmhNQP0pub8/Pzhw8fHhcX5+DgwG0kgnpzl3KXjGJy5syZrVu3rlq1auHChTweD8Ds2bPnzZu3YsWK8ePHt2vXrnbfzsDAAIC+vn41+zk7V33dqaCgUP3Ft2S8eIH583H2LPbv5zqUWqCpqSl40KRJEx6Pp6enB8DBwWHx4sVubm5v377t06ePn58fpzESQsRCKu5pj/2YadOmAVixYoVgk8PwJFZv/vnnn83NzRcsWCBIzAI//PCDoaGh6DZmWVnZ8uXLTU1NVVRUbG1tw8LCRHtW8VT5fUaPHq2trX337l1dXd02bdoYGRkBuH79+tdff62hoaGpqeni4pKeno7cXPy3/3BeXt60adP09PT09PRmzpxZXFwsesrAwMDX11fw+COHArp27Xrw4MGwsDAej5ebm/vmzRtPT09dXd3GjRu3adPGx8dHdN/ewMDAz8/P19fX1NRUTU3Nzc1N1Em+tLR0yZIl7du3V1FR6dWrl2hYEWNsz5491m3aKGlrWx4/HujjA3v7L/mPkDbNmjUr31ns+++/z8jIePPmzdGjR2l0HyH1E5MCffr0AaCsrGxXjuA61dzcXLD55e+irKy8a9euLz+OmBQVFcnIyKxevbrq3by8vBo1avTjjz8GBgYKZo8KDQ2t+qmsrCwAcXFxfD7/22+/VVdXv379uuAlOTk5jLH8/PwWLVp06dJlx44dvr6+Wlpa/Xr2ZKambNs20fvy+XwHBwdFRcVly5b9+eef3bp1U1NT09TUFDyrr6+/bt26jx+qXz/G2OPHj4cOHero6Hj37t3S0tLJkydraGgsWbLk4MGDnp6eAA4ePCg6lJ2d3dChQyMjI7ds2SIvLz9jxgzBU5MnT1ZWVl67dm1gYGDPnj01NDQyMzMZY+vXr+fxeDMdHQNWrxZ8jfPz86ud/xVCSANmaWkp+rSUMKnIzWVlZdu2bVNWVh4/fvyrV68EjTk5OYKMUlvvUtPcHBLCpk17/y81lc/nv3r16sP2yvav2H70aE3CS01NBXD48OEq9klPT2/UqNGvv/4q2OTz+U5OTlZWVlU/JcrNP/zwg6Ki4oULFyoc9urVqwBE7X6bNk1SVeWvXVt+n7i4OADBwcGCzYKCglatWn2Ymyseys9v0qRJfD6fMTZmzBhnZ2dB+7Bhw8r/X1hYWMyfP190KBMTk9LSUsHmhAkTbG1tGWN3796VkZHx9/cXtOfm5iooKOzZtSvvxg01NbWFCxeKjubu7m5sbFzFaSSEkJrgMDdLxT1tGRkZT0/PpKSk9PR0MzOz8PBwLqPR14e19ft/GhrC8c0ftFe2f8X21q1r8raCSRkbN25cxT5JSUmlpaWiyZZ5PJ67u8FihSUAACAASURBVHtSUlJRUVEVTwlaNmzYsHr1agMDA1tb2wqHbd26taKi4pw5c8LCwvIePhyzefMeHx/e/Pnl90lISFBRURn+7ySXTZo0+ejI2v8cKi9vzJgxe/bsKX+LXuDIkSNTpkwBkJmZ6e/vf+fOnfJ90YcMGSIrKyt4rK2tXVZWBuDy5cuMsREjRgja1dTU7kZGDt+2LWXBgtevX48bN0708tGjRz948KCkpKSKM0kIIdJMivqCGRoaxsTEbN++ffTo0cOHD1+6dOmnHqGwsPDmzZuVPVvTkUiChFpO47KyVq1aoWXLCu2V7V9NeyUEdd/79+9/+NTevXt5PN6ECRMyMjJ4PF7z5s1FT+no6DDGnj17VsVTgimXo6Oj16xZs3Dhwh07dnh5eZU/fvPmzU+dOvXTTz+5uLjweDxnG5sF3bpV6Pn27Nmzli1bll+7UPdjU3lUPJSz84IFCz7sRpeUlLRo0aJr166VlZXZ2tpW6Gn80dG66enpTZs2lRfM51VWhvXrdX19sWJFuoYGoqLMzc0r7J+RkVF9NzdCCJFKUpSbAcjIyMyYMWPgwIGTJ0+2sbH51JcnJibOmjWrsmdLS0s/b1lcyYxvVlJS+uqrrw4fPvzdd9+Vv9AsKiqaOXPmxIkTJ0yYIEi3L168EEzoCOD58+cAmjdvXsVT+fn5ALZv3z5+/PjExMQlS5aMGjWqwpAwOzs7wfrBZ86c2bJli52d3e3bt42NjUU76OrqZmRk8Pl80TnMzMz86A9S7aHevHnTrVs3Dw+PEydOWFpa8ni8CpfyH15nA9DW1s7NzS0tLW3UqBECAhAbmxYaKm9oqP3wIYCTJ0+W/16CShI8IYTUDZzcSa9WWVnZnj175s6de+/evdo6ZteuXS9duvQZLxTWm8Xv0KFDANavXy8o0Ar88ssvAE6dOsUYS09Pl5WV3bBhgygwJycnc3Pzqp8S1ZsZY4LZmL28vMq/b3BwsLG+/qu5cwWbgmv3yMjI8vvEx8ejXL25sLBQX1//w3pzcHCwsbGx6HSVP5So3nzq1CkAjx8/FuyTlZWlpKQ09993Fx1KYOHChdbW1oyxpKQkAEFBQYL2goICLS2tNWvWZGdnKygo/PHHH6KXbN++/Ztvvil/Dgkh5DNwWG+WrutmEcZYSkrKnDlzPnrjVMIkNr7Z1dU1Ojp67ty5J06ccHR0VFRUPHPmTGho6IQJEwQTU+jp6U2fPn3BggXZ2dlmZmZhYWFRUVGhoaFVP1Veq1atFi1atHTp0unTp1tYWAgarXR1Hz9+7BYRMeqrr8rKygICAtTV1Stcy9rZ2Tk6Oo4fP/7WrVutW7fetWvXR29CWFlZPX782M3NbdSoURUO1aRJk6tXr54+fVpfX19WVnbmzJkjR47Mycn57bff5OTkzpw5c/36dSsrq8pOjkWzZm4GBpO++ebhw4cGBgZ//vlnUVGRh4eHhobGvHnzZs6c+ejRIzMzs6tXr65fv97Hx+ejF9+EEFI3cPKNoFqCjjyJiYm1eMzPvm4uLS19+vRpLUZStYCAgEGDBuno6KipqdnY2OzcuVPUaZkxVlJS4uPjY2JioqSkZGNjc7RcJ/DKnip/3cwYe/funYGBQe/evYVXlq9fs06dwseM6dSpk6KiYtOmTfv373/16tUPA8vLy5s6daqenp6Ojo6np2dkZOSH182MsfDw8I8e6vz580ZGRsrKyrm5uQcPHjQ2NlZSUurevXtUVNTJkyd1dHQER/j4dfORI0xbu3DJkrnff9+mTRtlZeVevXoJeocxxvh8/saNG83NzRUUFExMTDZu3EgXzYSQL8fhdTOPMcb114OPKC0tlZOTS0xMFEwsXCu6deu2YcOGrl271tYB6wl3d7Rogc2buY6jct9+i5gY+PmB/u8IIRJkZWV14MABS0tLyb+1lN7TlipMgvNpc2DNmhqO8uIGnw9TU6xbBxUVrkMhhBAJkYrxzR+SkZGJjo4WDCviXD1fv9nAAJ/VfV3sBCOzZWTg7U2JmRDSoEjlhzIgIyPTt29fFen4RK6f6zevWoWICK6DqMSbN3B3x3ffcR0HIYRwQ0pzs1SR5PrNEuLvj127IP6e558jMRHW1mjcGOvXcx0KIYRwg+rN1atv9eZr1zBnDqKjIYWzc5w5A3d3bNmCj00ISgghDQRdN1evXtWbS0rg7Ixdu8BFz8PqmZjg0iVKzISQBo6um6tXr+rNcnI4cQJmZlzH8V+vXkFJCU2a4N8JRwkhpCGj6+bq1bd6s7Ql5vh4WFnhyhWu4yCEEGlBubl6jLHs7Gyuo/hi+/bhxg2ug/jAzp1wc8Off8LenutQCCFEWjSse9phYWGCJRM+CY/Ha9q06dGjR8URkmS0f/FiZnz8YienXAUF8b3L06dPP2n+c6eUlF737v3au/fz/fuxf7/4ApMqz58/19TUbNSoYf3pfarc3Fw5OTnB8qakMgUFBQUFBfWnm6p4lJWVFRUVDRgw4DNe++rVq1qPp4akdM5Ocdi9e/fVq1c/44XZ2dmxsbHadbkUqsDnAygQ8xwjqampbdu2rflCnAp8fimPV9LAFqV49OiRlpaWoqIi14FItefPn8vJyVHWqdrr16/z8/PrVcVNDIqKip4/fz5mzJjPeG2TJk2WLVumqqpa61FVqwHl5s+Wmprq7Ox8+/ZtrgORdsrKys+fP6drnarZ29uvWLGiZ8+eXAci1WbPnm1kZOTt7c11IFJt7969Z8+e/fPPP7kORKolJSWNGzfu+vXrXAfyaajeTAghhEgXys2EEEKIdKHcTAghhEgXys2EEEKIdKHcTAghhEgXys2EEEKIdKHcTAghhEgXys3Va9SoEc3iVBPy8vKysrJcRyHt6NepJho1aiQnJ8d1FNJOTk6OfpeqVUf/4mjukRp59eqVpqYm11FIOzpLNZGdna2hocFrYLOhfaq3b9/Kyck1btyY60CkWklJSUFBASezVtUtdfGjiXIzIYQQIl3onjYhhBAiXSg3E0IIIdKFcjMhhBAiXSg3E0IIIdKFcjMhhBAiXSg3E0IIIdKFcjMhhBAiXSg3E0IIIdKFcjMhhBAiXSg3E0IIIdKFcjMhhBAiXSg3vxccHNy1a1d1dXVHR8eEhIQv3K0eq8kZKCsr+/XXX01NTZWUlCwsLLZu3VpWVibhOLn1Sb8nfD7f0dFx7NixkolNetTwLN24cWPo0KGampr6+vrLli3j8/mSDJJzNTlLpaWlvr6+7du3V1JS6tSp0+HDhyUcpJSYP3/+vHnzqtihrnyAU24WioyMdHd3NzIy8vX1LSkp6du377179z57t3qshmdg3bp18+bN69ev3+7du3v27Ont7b1ixQrJR8uVT/092bFjx+nTpyUWnpSo4VlKTU3t3bt3WVnZ2rVrBw0atGTJknXr1kk+Wq7U8CwtX778hx9+cHZ23rFjh6mpqbu7e0REhOSj5da9e/f++OOPKnaoSx/gjDDGGOvdu3efPn34fD5j7M2bNzo6OgsXLvzs3eqxmpwBPp+voaExdepUUcusWbMUFBRKSkokGit3Pun35MGDB8rKysrKymPGjJFgjNyr4VmaOnWqvb19aWmpYHPu3LkjRoyQaKCcquFZatmy5fTp0wWP+Xx+586dhw0bJtFAOXX27NkePXoI1mmeO3duZbvVoQ9wum4GgFevXsXFxXl4eAhW1VVRURkyZEhISMjn7VaP1fAMZGRk5OTkDBo0SNRib29fUFCQnp4u0XA58km/J3w+f/LkycOHD7eyspJsmByr4VkqKioKDAycPn26rKysoCzi6+sbHBzMQcRcqOFZYowVFxc3b95csMnj8bS1tQsLCyUdLneaNm3q7Oy8atWqpk2bVrZP3foAp9wMAE+fPgVgZmYmajE1NU1PT2f/Xdy6hrvVYzU8A5qamrdu3erfv7+o5cKFC/Ly8i1atJBYqBz6pN+T7du337p1a+PGjZKLTzrU/I8uLy8PgL29vaKiop6eno+PT2lpqYSj5UoNzxKPxxs7duzOnTvj4+Nfv3596NChkydPjhkzRtLhcsfc3HzevHnz5s3T0NCobJ+69QFOuRkAnj9/DqD8f2rTpk2LiooEHwqfuls9VsMz0KRJExMTEwUFBcHm3r17t2zZ4unpqaioKMlouVLz35O0tLQFCxZs3769ii/79VUNz1JmZiaAqVOndunS5ciRI5MnT16+fPmyZcskHC1Xav67tH79+rZt29rb26urq3t4eMyaNasBdi2sWt36AG/EdQBSRHCjQ0DwTaqkpOSzd6vHan4Gnj59+t133wUHB48ePXrt2rUSik86VHuWBHezhw0b5uzsLOngpEa1Zyk3NxfA9OnTBf2/nJyc3rx54+vru3jxYkFxsSGo9iwxxmbMmHHv3r0dO3a0a9fu4sWLq1evbteu3fTp0yUdq9SrKx/gDeWXu2qCOk1OTo6oJTc3V15evsLVTA13q8c+6QwEBQVNmzatadOmoaGhw4cPl1yUXKvhWdq7d+8///yza9cuQfopLS0tLi7Ozc1VUlKSk5OTcMySV8OzpKWlBcDJyUnU0qdPn40bN6alpbVt21ZSwXKmhmcpPj5+x44dJ0+eFBSSHBwcGGPe3t4eHh5qamoSjllq1a0PcLqnDQB6enoAUlNTRS137tzR09Mr/w2r5rvVYzU/A8HBwW5ubi4uLjdv3mxQiRk1PkspKSk5OTnGxsYaGhoaGhqXL18OCgrS0NCIjIyUdMRcqOFZ0tHRAVC+W5PgKkdZWVlCgXKqhmfp4cOHADp16iRq6dSpU3FxcUZGhoQCrQvq1gc45WYA0NTUdHBwEHXYKyoqioyMHDFixOftVo/V8AwUFxd7eXlNnjx59+7dTZo0kXiYHKvhWfL09Iwrx9zcvG/fvnFxcT169JB4yByo4VnS09OztLT09/cXtRw5ckRPT09bW1tysXKnhmfJ1NQUwLlz50Qt586dk5eXNzIyklio0q+OfYBLfNSWlIqIiODxeN9//31ERMSwYcPU1NTu3bsneMrX19fR0TEvL6/q3RqImpyo2NhYAJ6enuv+6+3bt9wGLzE1/HUqz87OrqGNb67hWTp48CCA8ePH+/n5TZo0CYCfnx+ngUtUTc4Sn88fOHCgqqrq8uXLAwMDZ82aJSsru2TJEm4j54SRkVGF8c119AOccvN7hw4d6ty5s6qqau/evRMSEkTtkydPBpCTk1P1bg1HtSdq586dH/0imJmZyWHYElbDXyeRBpibWY3P0oEDB2xsbJSVlTt16hQUFMRRsJypyVnKy8v74Ycf2rZtq6CgYG5u/ttvv4lma2lQPszNdfQDnMekcmgXIYQQ0mBRvZkQQgiRLpSbCSGEEOlCuZkQQgiRLpSbCSGEEOlCuZkQQgiRLpSbCSGEEOlCuZkQQgiRLpSbCSGEEOlCuZkQQgiRLpSbCSGEEOlCuZkQQgiRLpSbCSGEEOlCuZkQQgiRLpSbCSGEEOlCuZkQQgiRLpSbCSGEEOlCuZkQQgiRLpSbCSGEEOlCuZkQQgiRLpSbCSGEEOlCuZkQQgiRLpSbCSGEEOlCuZkQQgiRLpSbCSGEEOlCuZkQQgiRLpSbCZF2X3/9dY8ePbiOghAiOZSbCSGEEOlCuZkQQgiRLpSbCanDGGN79uyxtrZWUlKytLQMDAwUtLu4uHTs2FG0G5/P19XVnTZtWhUvAWBgYBAQELBkyRJNTc179+69efPG09NTV1e3cePGbdq08fHx4fP5gj2Li4vnzp2rr6+vr6//008/bdu2zdzcvOqQCCGfgBFCpNuAAQPs7Ow++tT69et5PN7MmTMDAgLGjh0LwM/PjzF28OBBAA8fPhTsdvHiRQBnz56t4iWMMX19/T59+hgZGXl7e7969Wry5MkaGhpLliw5ePCgp6cngIMHDwr2HDVqlKqqqq+v7759+6ytrfX19c3MzKoOiRBSc5SbCZF2leXmvLw8NTW1hQsXilrc3d2NjY0ZY69fv5aXl9+8ebOgfe7cua1atSorK6viJYwxfX19AwOD/Px8weawYcN27dol2tPCwmL+/PmMsZs3bwIICQkRtOfm5qqqqgpyc9XHJ4TUEN3TJqSuSklJef369bhx40Qto0ePfvDgQUlJiaqq6oABA8LCwgAwxkJCQsaMGSMjI1PFSwSbLi4uioqKgsdHjhyZMmUKgMzMTH9//zt37gjuaV+6dEleXt7Z2Vmwm5qa2oABA6oNSXzngZD6pxHXARBCPlN6ejoAUaFXJCMjQ19ff+TIkZMnT87NzU1LS3v48OGYMWOqfQmA5s2bixqTkpIWLVp07dq1srIyW1tbdXV10ftqaWnJysqK9mzZsmVKSkpNjk8IqQnKzYTUVdra2gBOnjxZPqEC0NLSAjBkyBAejxcVFZWSkmJlZSXIl1W/BIAo475586Zbt24eHh4nTpywtLTk/b+9cw9r4lgb+MSQQBJuCRJIuEQkFRCVIgIP4YhyEW3RIBTwcNTSSoVSKGihtBT1gdLLo8B58IK2isWWogepUOSiYItYbSkP1uLdplYtXkCkQblfs98f8zlnv4Qsm4jV8O3vr913Zt68eWf2nZ3ZmV0azcPDAyYJBILOzk6FQjFt2v9OvHV0dJAxiYKCgiTUnDYFha4ye/ZsFot19+7dFx/T1NS0Y8cOFosFAOByuQEBARUVFXBCm0wRPE1NTf39/RkZGS4uLjQarbOzE46MAQDu7u5DQ0OVlZXwtLe3t7a2VlP9FBQUBFDjZgoKHeD+/fsHDhzAS+bOnevm5paSkpKQkPDnn386Ozs3Nzfn5uZmZmbSaDSYJywsLC4ubmRkJDIyEkq4XC5xEYRYLKbT6QkJCWFhYV1dXfn5+QwGo6Gh4fz58/Pnzw8ODo6KitqyZQufz9+1a5elpSXUQF4/BQUFEc96MRoFBcUEoJVWeOBaaIVCkZeXN2fOHBaL5ejomJeXp1AoUMHOzk46ne7r64vXRlBEJBJlZ2ejnMXFxWKxmMPhSCSSmpqa2tpagUAAM/T19cXGxlpYWMyaNWv79u05OTk+Pj4T6qegoCAJDcOwv/+GgIKCQncZHR0dHBxks9noeXNycnJra2tpaemzNYyCYspAPW+moKDQjFu3bhkZGZ0+fRqeKhSKyspKFxeXZ2sVBcVUgho3U1BQaAaGYT4+PnK5PCcnh81m79mzp7y8/ObNm0Kh8FmbRkExRaDGzRQUFJpBo9FKS0tdXV2joqKCg4Pv3Lnzww8/UB0zBcUkQo2bKSgoKCgoni+ocTMFBQUFBcXzBT0jI+NZ2/BUGB4ezsnJuX79+osvvvisbZlMnvx/TVXPTAjlOu2g/PbMoarg/yPPdgsXMRYWFjt37tSiYFpa2u7du2tqavT19RsbG5E8KSlpXCekp6drbWRPTw8AICoqCp4eOXLk0KFD2hmsLvXKlSsSiWRsbAyeqv4vTRlXw9mzZ6VSqZWVFYvFmj179nvvvffXX3+R0aZ1NSnx448/BgUFmZmZGRgYODg4xMbG/v777zDpgw8+AADcuHEDZYZfBU5JSUEShULB5/P9/PwwlX26iEl3nUaGKTUV8uzZs8fMzExdqi76DcMwf39//DXI4/GWLVt27tw5mKq1r54JOloFycnJ+Cpgs9nu7u7ffvstTD106BAAoKGhQUnPjh07AAAymUxrSwjQLn5qoWF0dDQ3N9fJyYnNZs+ZM2fnzp2jo6MotbS01NPT08TExM/Pr7m5WbV4SkpKcnLyk9g5IVNwTlsmk5WUlKxbt+6ll14qLi6Oj4/HfwOHw+EUqhAaGqr1z9HpdH9//9mzZ8PTsrIyTT8mjwxWl8HJycnGxubLL7+Ep+P+L41Q1dDU1OTl5dXW1paenv7FF1+EhITs27cvMDBwaGhIu5/QlOzsbB8fnzt37sTExOTl5a1YseLo0aOurq6NjY0AgMWLFwMA4DHku+++AwCcOHECSW7dutXR0bFo0SKCX5l012lkmFJTmRR01G8QBwcHeAEWFBQkJiZevnzZ39+/ra0NqFxWzzM6XQUsFguFwczMzP7+/pUrV9bX1wMAVqxYwWazDx8+rKSnrKzM1dX1hRde0M4MYrSIn9ppyM7OTklJWbJkSUFBwcKFCxMTEz/++GOYVF1dvWrVKnt7+5ycnJGRkYCAgOvXr+PLXr9+/YsvvngSI0nxVHv+J0S7AVlsbOzmzZvHTUpKSiIYf0wKq1evDg4O1qgIgcGI+vr6WbNmPb33KwUHB8+aNWtgYABJmpubAQDffPPNhGWffNx86tQpAEBSUtLw8DASyuVyFxcXJycnhULR29urp6eXkJAAkxQKxYwZM1xdXQEAbW1tUHjw4EHw+DZf3eBj0tHUMO1QN27WXb9hGObv779o0SK85JdffgEAHDhw4O8xYFLQ6SpITk42MTHBS7q6ung83sqVK+Hpv/71Lz6fjx9QdnR0TJs27dNPP31KJmkRP7XQoFAouFzu+vXrkeTtt99msVgjIyMYhvn6+vr5+cFg293dLRAI0PfIT5069Y9//ENPTw8A8LTHzTrTN9vb2xcWFm7YsEEoFM6cOXPPnj3t7e1SqdTU1FQkEpWUlMBs3d3dhoaGly5dGlfhhH1zf3//22+/bWtrKxQKY2JiKioqUH444EY5o6Ojly5dCo/R5eTp6YluemJiYoRCIepNh4aGTExMPvnkE6VfxBucmpqqrsjo6KhAIPj+++/JeU5jnJycwsLClIQpKSnHjx+Hx6Ojo1lZWU5OToaGhviJL+z/VtOjR4/efPNNoVDIZDLt7OwyMjLQVLxIJDp48ODmzZt5PB6a8YN4eHg4OzvDCwPPlStXioqKent7MQzz8vKaP38+lMPb2JqammnTphUVFUFhYmKivr4+vL0QiUTbtm3LzMy0t7c3NjZ+5ZVXSM7Pa4GmhqHIKxKJioqKsrOznZycjI2Nw8PDkZHd3d3r16+3srKysrKKj4/fvn37uO1Wp/2m2jffuXMHAFBdXQ1P8b4iaH4kIwNBy2xpaVm6dKmpqSmPxwsJCWltbSWW49HpKlDtmzEM8/f3d3Z2hsfwcyb4sLN//344cJxQOUGVqYul+Pj566+/AgAuX74cERFhZmbm4ODw8ccfoyojo6Grq0udbbCl4U2Cr7S7ceNGZ2cnAGDv3r0oKSYmRiwWw+OLFy9mZ2dnZ2fzeDyqb/5v32xjY5OUlFRbWws/6m5ra5uVlXX8+HF3d3cOhzM4OIhh2NGjRy0sLNSNL5OSkrhc7gMVhoaGYIbly5ezWKwPP/ywsLBQIpHw+XyN+ubW1lapVOrv7//777/DG+pffvkF5jl27BgAQKlPUjL4zJkzBEUiIyM3bNgwodNkMpmDg4OPj8/58+ehZO/evQTNFLJmzRp9ff2tW7eqCwTx8fF6enrp6en/+c9/4IcTysrKYBK+mqKjo7lc7pYtW4qLi+Pi4gAAxcXFyEt+fn729vaJiYn4X+nu7gYAbN++HUl6e3vxtQNrNi0tjU6nw2D32WefGRsbj4yMeHp6vvrqq7CUu7s7eqWzSCQSCoUhISGVlZUZGRkMBgMNXMiwe/fuO3fukMysqWH4vtnb21sqlVZXV+/cuZPJZL711lsYhikUisWLF7PZ7KysrMLCQi8vLxMTE9W+Wdf95u/vL5FIoKn3798/d+5ccHCwi4tLX1+fqq8Imh/JyKCuZfb19VlYWHh6en7++ec5OTnm5uZLliwhkE+lKlDtm0dHR2fOnIlewD40NMTlcmNjY1GGoKCgBQsWkFFOUGXqYik+fsKbGLFYHB4eXlRU9NZbbwEA0tLSyGvAD/eVGBgYuHr1an9/P5Js2LCByWT29fWdP38eAPDjjz+ipLy8PH19faU+xd7enuqb/9s3o77w0qVLcB4Jnh45cgQ8XpuQnJwcFBSkTqG6tWDHjh3DMKypqQkAcPjwYZh5YGDA2tpao74Zw82ojI6OmpubZ2ZmQvkbb7yB7p3x4A0mLpKbm+vq6jqh02JjY9PT07dv387lcnNzc2/fvm1lZYXinTo6OjqCgoIAAAwGw8fH58MPP2xubkbN8fbt23p6ev/+97/hqUKhePnll11cXOApvppWrly5b98+pHbu3Lnvvvsu8tKMGTNULYGT53V1dUiSnp6Orx24sgN+hfDkyZMYhoWFhUEnb9682dLSUqFQ9Pf3MxgM9GhAJBLNnj0b3WWvXr1aIpFM6DqESCQiv+hGU8PwfbOjoyOKIFFRUR4eHhiGnTx5Ev80YWBgwMbGRrVv1nW/Ka0FAwDQ6XR4JSJt0FfEzY9kZFDXMqEbUSz++uuv161bp1Ao1Mnxf0HXqyA5OdnIyKjtMZcuXYqJiQEA7NixA+WJiYmZPn06nBjo7u5mMpnbtm2bUDNxlRHEUhQ/b968CQBYtmwZ8vk777zDZrPlcjlJDeQpLCyk0+mw2dTV1QEArly5glK/+uorAMCjR4/wRf6GvlmX1oJJJBJ44ODggD+dNWsWAGBsbAwAcO3atZkzZxIoMTIyOqHCggULAACNjY1GRkavvPIKzGlgYBAREaG1tXQ6ffny5VVVVdC2ioqK8PBw1Wx4g4mL2NnZXbt2DZvoXTEcDic+Pj4xMbGhoaG0tNTGxmb58uVsNpu4lLm5eVVV1d27d/fv329nZ5efn+/u7r5w4UK4MOfChQujo6PoO4M0Gm3VqlUXLlxQXSlWXl7+xhtvAADa2toOHjwok8kUCgVKDQ0NVbVkcHAQ/nckee2112C91NXVoa8pSCQSOp3e2Ng4NjZWX18fEBAAAAgMDGxvb7906dKvv/46MjKCX00TFBSEylpaWsLm8TTQ1DA8K1asQH8cGXn27FkjI6OQkBAoV9cOdd1vAIB58+aha7CiomLdunUvv/yy6uKjCZsfmcigrmXa2tqy2eyNGzdWVFT09PSsXr16//79NBpNnRxv2BSoCi5fKQAACUhJREFUgp6eHsFj5syZs3fv3tdffx3OK0AiIyM7OzsbGhoAADU1NcPDw+PGMSXIRwxiXn31VeTz1157rb+/H31EfFK4e/dueHj466+/vmrVqm3btiE5vqJhyNV6CZ7W6NL3m5lMJsEppKOjw83NjVgJvDZUuX37tlAoRFcFAMDa2lqdngn7SABAcHBwYWFhW1ubTCZ78ODBuG1ayWCCImZmZgMDA729vUZGRgQ/mpubCw/mzZvX2Nj44MGD6dOnE9upUCiGh4eZTKZQKFy7du3atWuHh4cPHz4cFxeXlJR0+PDhe/fu0Wg0Pp+PiggEAgzD2tvbRSIRXtWFCxfS0tLOnTs3Njbm4eFhamqKT8VrQDg6OgIAZDKZn58flIjFYrFYDABobW1FXTt8avXTTz+1tLTI5XI46vL09DQyMqqrq6PRaAwGw8vLC6k1Nzcn/teThaaG4RnXyPb2dqV2aGVlpZpN1/0GAOByufiLUSqV/vHHHx999JHSvciEzY9MZFDXMvl8fl1d3aZNm0JDQ2k0WnBwcGpqqqenpzo5XucUqAI2mw1nFwAAdDrdyclJKegtXLhQKBSWlJQEBASUl5d7enrOmDFjQrXkIwYgjKV4Y+AxfFRMXgMBpaWlMTExPB6vrKwM3QpDm7u6ulC2hw8fMplMHo+nxU88Cbo0bibDk3zCnc/n37t3Dz/Og6PGcWlvb59QYUBAgIGBQU1NzZEjR9zc3Ozt7VXzKBlMpohGmJubT+iTGzdusFis77//HkmYTOaaNWtWrVr1008/gcfXVUdHB8pw//59oNLXdnd3e3l5WVpaHj9+/P79+1VVVba2tvgM+BEGYvr06XZ2dvv378d7HnL8+HH86eLFi3/++ecTJ04IhUIYFhkMhq+v74kTJ37++Wd3d3f8oFyLliASiQwMDAwMDP78808fHx94/MMPP0xYUCPD8IxrpJWVFZl2OAX8psq8efNUgy/J5kcAccv09vY+efJkZ2dnaWlpV1eXt7c3fNipTo6YAlXAYDCWPWbJkiWqoxE6nf7Pf/6zrKyst7e3urqa5FSiRlVGEEvxGu7duwc1a6RBHd98801ERERoaOjly5dRxwwe3wH89ttvSCKTyaytrZ+kZ9GOqdY38/l8/C2PRri6uvb09JSXl8PToaEh/Pdo6XQ6aihdXV1w3RYxHA5nyZIlR48eLS8vVzcRpGQwQZG//vqLxWIZGhpq+r8mZObMmaamprt27cKHmJGRkXPnzsFdjC4uLnQ6He0axDDs0KFDc+bMYbFYeD1NTU39/f0ZGRkuLi40Gq2zs5PkBNTWrVvPnj27efNm/PTdtWvXlJ7eLVq0qLOzc9++fQEBAehSCQwMPHXq1OnTp4m3h5Lhu+++a2lpaWlpEQqFX331FTyGzzuImVzD3N3dldqh6jQvRNf9pgSGYU1NTXAiGg/J5kcAQcs8cuTICy+8IJfLuVxuSEhIQUHB2NiYTCZTJ1fSPMWqYFwiIyPlcvkHH3zQ29tLZkIbTFRl5GMpfP8J5MCBA/r6+s7OzhppGJfh4eH4+Pjo6OiCggIDAwN8kpmZ2eLFi9FcwtDQUHV1NXrQ+XeiS3PaZHB0dLx69SpBhsHBwQMHDigJeTyeVCoNCAiAiyevXr1qa2u7b9++7u5udCHNnz8/NzfX2tqazWZv3bpVdWYGYmBg0NzcXF9fv3DhQgaDIZVKY2JiMAxT16ZVDVZX5ObNm46Ojk/j9m3atGn5+fmrV692dXUNDw8XCAQdHR2lpaUXL16Eb0iwtraOjY1NTU2Vy+XOzs4VFRU1NTVlZWVKesRiMZ1OT0hICAsL6+rqys/PZzAYDQ0N58+fJ/64b1hYWFxc3CeffFJbW7t06VJra+sLFy4UFRWlpqbu3bsXZfP29qbT6Tdu3MC/aDYwMHBwcLC9vf3JAxx6nQKDwZgxYwYc35Bhcg3z9vb29/fHt0P8/DYeXfdbe3s7uhgHBgZqamoaGxtLSkqUspFsfgQQt8zW1taIiIjIyMixsbFDhw6Zmpp6eHg8fPhwXLmSZl2vAjK4ubmJxeJdu3ZJJBIbGxsyRYirjCCWovgJf6i2tjYqKiowMLCxsTE/Pz81NdXMzIykBhiBxzXvzJkzHR0dTCYTPQGExMXFcTiclJSUFStWJCcn+/n5FRQUdHV1xcbGauSx3NzcY8eOffvtt4aGhuqOJ9byVFeaPSFK67TRhnf4WL68vByeXrx4EQBw9epVDMMqKyv5fD7BHqpxnYAWEMrl8rVr11paWlpZWSUkJOzYsQOtj5XJZL6+vhwOZ968eQUFBVlZWeOu0z5z5oy9vb2hoeHDhw8xDGtvb6fRaAS7DlQNVlckMjJy48aNJF2nBSdPnly2bJmVlZW+vr69vX1ERATazYVh2MjISGZmpqOjI4fDIdjfXFxcLBaLORyORCKpqampra0VCATQORO+VKG8vDwoKEggEFhYWEil0qqqKgzDpFIp/g188IEffpeIQqEQiUR0Or27uxsJlX4rOTnZ09OTvCs0WuyqtWFKRr733ntubm7wuKenZ/369dbW1gKBIC4urrq6mmBfvo76TWmdtp6e3ty5c4uKitC1gDeGoPmRjAwELfPo0aPz589ns9k8Hi8wMBC9o1GdXBUdrYJx9zePy5YtWwAAeXl55C0hqDKCWIriZ0tLCwCgqqpq5cqVXC5XLBZnZWWhTQ1kNMAIPC742yY86G0wJSUlCxYsMDY29vX1PXv2rKoG4nXa0dHR4PEGa3XHE/Jc981a0NPTY2hoePHixUnRRvweYzKMjIyYmJhs3bpVXQZVg8ctAt89Ul9f/yTGUFBQUOgEcA8Vwf3QlGeqPW82NDRcs2aN6rTYs6Kuru7Ro0cED2lUDR63yOnTp42NjeG7eSkoKCgopjZT7XkzAGDjxo0vvfTSpk2b9PX1n6EZcrn866+/3r17d2hoqJ2dHUFOZHBfX5+6Ip9//vn777//968VpKCgoFClsrIyLS1NXWphYaG7u/vfaY8Sz7l5ZKBhWu0Me85JT0+3trbG76DXjs8++2zTpk3wDauacvv2bVdXVxcXly+//JJgnzQEGrx8+fJxi1y7di06Ovr06dPq1gRRUFBQTCVu3bplZ2fX3Nw8WavNdY6p2TdTUFBQUFDoLtQ4jIKCgoKC4vnifwB6+1sLMH1hcgAAAABJRU5ErkJggg==" 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" /></p>
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</div>
<div id="models-2-3-interaction-effects-on-equity" class="section level2">
<h2>5.2 Models 2-3: Interaction Effects on Equity</h2>
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<pre class="r"><code>summary(equity2)
</code></pre>
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<pre><code>
Call:
lm(formula = `Equity (y)` ~ `Solar GWh` + `Wind GWh` + `Biomass GWh` + 
    `PV_output_2018 (kWh/kWp/annum)` + Windspeed_2018 + `Solar GWh` * 
    `PV_output_2018 (kWh/kWp/annum)`, data = .)

Residuals:
     Min       1Q   Median       3Q      Max 
-1.15750 -0.51469 -0.08444  0.30243  1.67208 

Coefficients:
                                             Estimate Std. Error t value Pr(&gt;|t|)    
(Intercept)                                   0.18908    0.13506   1.400   0.1692    
`Solar GWh`                                   1.59932    0.34435   4.644 3.65e-05 ***
`Wind GWh`                                   -0.55212    0.20641  -2.675   0.0108 *  
`Biomass GWh`                                -0.11057    0.12270  -0.901   0.3729    
`PV_output_2018 (kWh/kWp/annum)`             -0.61667    0.24796  -2.487   0.0172 *  
Windspeed_2018                                0.02393    0.12939   0.185   0.8542    
`Solar GWh`:`PV_output_2018 (kWh/kWp/annum)` -1.91238    0.71032  -2.692   0.0103 *  
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 0.7909 on 40 degrees of freedom
Multiple R-squared:  0.4561,    Adjusted R-squared:  0.3745 
F-statistic:  5.59 on 6 and 40 DF,  p-value: 0.0002765</code></pre>
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<pre class="r"><code># Calculate average variance inflation factor
mean(vif(equity2))
</code></pre>
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<pre><code>[1] 4.423633</code></pre>
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<pre class="r"><code>summary(equity3)
</code></pre>
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<pre><code>
Call:
lm(formula = `Equity (y)` ~ `Solar GWh` + `Wind GWh` + `Biomass GWh` + 
    `PV_output_2018 (kWh/kWp/annum)` + Windspeed_2018 + `Wind GWh` * 
    Windspeed_2018, data = .)

Residuals:
    Min      1Q  Median      3Q     Max 
-2.3506 -0.4673 -0.1563  0.2198  1.9780 

Coefficients:
                                 Estimate Std. Error t value Pr(&gt;|t|)    
(Intercept)                      -0.58597    1.72080  -0.341 0.735243    
`Solar GWh`                       0.84738    0.21546   3.933 0.000325 ***
`Wind GWh`                       -4.24071   11.29677  -0.375 0.709353    
`Biomass GWh`                    -0.12994    0.13351  -0.973 0.336294    
`PV_output_2018 (kWh/kWp/annum)` -0.05398    0.14133  -0.382 0.704548    
Windspeed_2018                    1.61296    4.84513   0.333 0.740945    
`Wind GWh`:Windspeed_2018        11.03446   32.31839   0.341 0.734567    
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 0.8583 on 40 degrees of freedom
Multiple R-squared:  0.3594,    Adjusted R-squared:  0.2633 
F-statistic:  3.74 on 6 and 40 DF,  p-value: 0.004786</code></pre>
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<pre class="r"><code>mean(vif(equity3))
</code></pre>
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<pre><code>[1] 3080.811</code></pre>
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</div>
</div>
<div id="transformations-of-model-1" class="section level1">
<h1>5.3 Transformations of Model 1</h1>
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<pre class="r"><code># These transformations reduces each reduce heteroskedasticity.
# Reciprocal transformation appears to improve it.
dat %&gt;%
  mutate(
    original = `Equity (y)`,
    reciprocal = (1 / `Equity (y)`),
    sqrt = `Equity (y)` %&gt;% sqrt,
    log = `Equity (y)` %&gt;% log) %&gt;%
  select(original, reciprocal, sqrt, log)
</code></pre>
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<pre><code>NaNs producedNaNs produced</code></pre>
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<pre class="r"><code>summary(equity_transformed)
</code></pre>
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<pre><code>
Call:
lm(formula = `Equity (y)` ~ `Solar GWh` + `Wind GWh` + `Biomass GWh` + 
    `PV_output_2018 (kWh/kWp/annum)` + Windspeed_2018, data = .)

Residuals:
    Min      1Q  Median      3Q     Max 
-2.2319 -0.4691  0.1182  0.5734  1.6860 

Coefficients:
                                   Estimate Std. Error t value Pr(&gt;|t|)
(Intercept)                       3.334e-16  1.458e-01   0.000    1.000
`Solar GWh`                       1.618e-01  2.495e-01   0.648    0.520
`Wind GWh`                       -1.270e-01  2.486e-01  -0.511    0.612
`Biomass GWh`                    -1.545e-01  1.546e-01  -0.999    0.324
`PV_output_2018 (kWh/kWp/annum)` -2.470e-01  1.606e-01  -1.538    0.132
Windspeed_2018                   -1.446e-01  1.606e-01  -0.900    0.373

Residual standard error: 0.9992 on 41 degrees of freedom
Multiple R-squared:   0.11, Adjusted R-squared:  0.001516 
F-statistic: 1.014 on 5 and 41 DF,  p-value: 0.4219</code></pre>
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" /></p>
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</div>
<div id="effect-of-community-preferences-on-equity-outcomes" class="section level1">
<h1>5.4.1 Effect of Community Preferences on Equity Outcomes</h1>
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<pre class="r"><code>summary(equity_preference)
</code></pre>
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<pre><code>
Call:
lm(formula = `Equity (y)` ~ Env_Clim_average + Pollution_countermeasures + 
    Electricity_Prices + Com_Tax_average + Employment, data = .)

Residuals:
     Min       1Q   Median       3Q      Max 
-1.36246 -0.64535 -0.09826  0.29244  3.14181 

Coefficients:
                            Estimate Std. Error t value Pr(&gt;|t|)  
(Intercept)               -3.576e-17  1.376e-01   0.000   1.0000  
Env_Clim_average           8.199e-02  1.469e-01   0.558   0.5799  
Pollution_countermeasures  9.389e-02  1.567e-01   0.599   0.5524  
Electricity_Prices         2.657e-01  1.509e-01   1.761   0.0856 .
Com_Tax_average            5.129e-01  1.942e-01   2.640   0.0117 *
Employment                -4.227e-01  2.098e-01  -2.015   0.0505 .
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 0.9432 on 41 degrees of freedom
Multiple R-squared:  0.2071,    Adjusted R-squared:  0.1104 
F-statistic: 2.142 on 5 and 41 DF,  p-value: 0.07959</code></pre>
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<pre class="r"><code># Great VIF results - not multicolinearity
mean(vif(equity_preference))
</code></pre>
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<pre><code>[1] 1.55808</code></pre>
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<pre class="r"><code>vif(equity_preference)
</code></pre>
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<pre><code>         Env_Clim_average Pollution_countermeasures        Electricity_Prices 
                 1.116380                  1.270208                  1.176986 
          Com_Tax_average                Employment 
                 1.950854                  2.275971 </code></pre>
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" 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" 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BBCX4C7aeAsL9mJ5cuXd20IEol0+PDh2tpaZWVlKpX60WOwaUAIIYSIxd00BAYGfvJrurxpCA0NXbRokYmJyaZNm/i56oAQQgghweNuGsrLywnJ0a9fv8GDBxNy6m6Vk5Nja2vb2NjI3k1PT1+4cGFhYeH48eMPHjwoJSVFbDyEEEKIf583dUFmZmb33SYIDg4ePXp0N715t2pubq6srPywzmAwfHx8ODNb0Ol0Ly+v5cuX//PPP6WlpUFBQYKNiRBCCH2VziZ3io6OzszM7Lh+1a1bt8rKyrrpDoKzs3N3vG23evr06apVq1JSUuTk5Mhksr+//7JlyzizSP3222/a2topKSns3eTkZEVFRR8fHwD46aefFi5cGBAQQFh0hBBC6DPxbBoCAgJ++eUXCwuLFy9eKCkp9enTJzs7W1JS8vTp04LMJ8xycnJGjhy5Y8eO+Ph4MTGxnJychQsXlpSUhISEAEB+fn5ERMSVK1diYmLYx+fn51tYWLC3zc3NCwsLmUwmzlOJEEJIVPD8xDp+/PjSpUufPn165MiRQYMGpaSkFBYWqqqqdrzw0MMFBQWtW7du/vz57DU5jY2NY2NjDx06VFVVxWQyFy5cGBYWpqCgwDm+traWQqGwtxUUFOh0OmesA0IIIST8eDYNNBrNyckJAFxdXVNSUlgslpqamp+fHz+PV/QQaWlpY8aM6VhRVla2tbV9/PhxZGSkpqbm2LFjO75KpVIbGhrY2w0NDWJiYvLy8oKLixBCCH0dnk2DiorKv//+CwAaGhokEikrKwsAqFRqRkaG4NIJNzKZzGAwuIp0Op1MJicmJl68eFFVVbV///4MBkNVVfXhw4cGBgbPnz9nH5aTk6Onp4f3JhBCCIkQnh9aXl5e+/bti4yMBAAbG5u9e/eWlJScPXtWU1NTgPGEmqOj4/nz5ztWaDRaZmbmoEGD9u/fn52dnZGRcevWLTKZnJGRYW1tPWzYsOrq6tjY2KamprCwsNmzZxOVHCGEEPoCnS1YxWAwLl++7OvrGxQU5ODgcOTIETExsRMnTggynzD78ccfhwwZIikpuXjxYgqFcu/eveXLl69fv15RUZFzjLS0NIlE0tbWZu9euHDB19d3wYIF48aN27RpE0HBEUIIoS/Bs2lQUFBgX2YAACsrKxqNlpKS0rdvX319fUFlE3a6uroPHjzYtGmToaFhc3Nz//79f/7552nTpnU8RlVVlU6nc3YHDRqUmZkp8KQIIYRQF+D3nrqiouKIESOwY+Ciq6sbFRVVU1NTV1eXkZHB1TGgb9XBgwf19PRkZWWHDRuWk5NDdByEEBIQnlcaOpmc8dq1a90TRoRJSEgQHQEJSF5e3ooVK65evWpmZhYYGLhs2bLExESiQyGEkCDwbBo4t+EBgMVilZeX3717V1dXF3+YRj3HnTt3rl69Wltba25uPm/ePPYjsnJyctLS0vLy8nJycjIyMsrKykTHRAghAeHZNHAGNHDU1taOGTMGn55APQGDwVi4cOHdu3fnz5/fp0+fe/fu7dix4/z587a2thoaGiEhIfb29iQSSVlZmf1kMkII9QSfMU8AlUrdsGHDvn37ui8NQkLi8OHD+fn5WVlZP/7445IlS06cOLFv374ZM2YwGIycnJzAwMAHDx68ffvW19f3u+++IzosQggJyOdNLvT27du8vLxuioKQ8Dh9+vSmTZs6rl0+ceJECoWSlpZ26dKlMWPG2Nvby8jIBAQE3Lhxo66ujsCoCCEkMDxvTxw7doyrUllZuWvXrsGDB3dvIoSEQEVFRZ8+fbiKurq6ZWVlDAaDswILi8Wi0+ksFkvgARFCiAA8m4bly5dzVcTExAYOHHjw4MFujoQQ8XR0dF68eGFqatqx+O+///bp08fQ0DAkJGT+/PlWVlYBAQGOjo5KSkpE5UQIIUHi2TTgAoyoJ5s/f/7WrVudnZ05D0f8/vvvUlJS1tbWJBLp4MGDCxcupNFoLi4uJ0+eJDYqQggJDM+mAaEvUFZWVl9fb2hoKC4u2n+1pk+f/s8//5iZmU2ePFlVVfX27dtVVVXnzp0jkUgAMG3aNHz2GCHRwmQy//zzz4sXL5aXl5uYmKxcudLKyoroUKKH+zu7qqrqJ7+mqqqqe8IgEXbr1q3ly5fX1NQoKChUVlauX79+3bp1YmJiROf6ctu2bZs9e/bNmzerq6tXrlzp6ekp6p3QN6ampiYhIaG0tLRv374jR46UlJQkOhESXm1tbePGjWtubl65cqWGhkZqaqqHh0dAQICvry/R0UQM9zfBwMBA9kZra+vmzZsVFBSmTZumpaVVVlZ25swZMpkcHh4u8JBI2D18+HDmzJlHjhxhTyRaXFzs4+NTXV0dGhpKdLSvYmRkZGRkRHQK9BF///33ypUrHRwc+vTpc+nSpTVr1pw6dcrW1pboXEhIHT16lMViJSYmkslkABgyZIinp+fgwYPHjx+vpqZGdDqRwmKxLC0tMzMzWf+1bNkyBweHpqYmTqW5udnR0XHp0qUs0SQvL3/o0CGiU3ybxo0bx/43yVFdXa2oqFhbW0tQIvQty8rK6tWr19OnTzmVmJgYbW3thoYGAlMhYebl5XX27Fmu4sSJE//66y9C8nylj35qCwbPeRpiY2MXLlwoLS3NqUhJSfn6+sbGxgqkmUGiJCMjY/jw4R0rysrKFhYWz549IyoS+oYdO3bMz8/PwsKCU5k4caK1tfXly5cJTIWEWX19vYqKCldRVVUVJ1n5XDybBiaTWVpaylUsKSkR6bvUqJtISko2NzdzFZuamvA2M+oORUVFXE/DAoC5uXlBQQEheZDwMzIySk1N5SqmpqaamJgQkkd08WwaPDw8goKCzp07x57Hhslknj17Njg42MPDQ4DxkGgYNmzY6dOnO1aeP3/+8uVLHJyMuoOqqiqNRuMqlpaWqqurE5IHCb9ly5bt3r37/v377F06nb5161ZJSUkHBwdig4kcnqPB9+zZk5+fP2XKFAqFoqmpSaPRGhoa3N3dw8LCBJkPiYTNmzc7ODi0tbX5+PgoKirevHlz3bp1oaGhHadhRl3owYMHR44cKSgo0NfXnzt3rrOzM9GJBGry5MkrVqyYN2+egoICu/LixYurV6/u2LGD2GBIaFlaWkZGRs6cOVNLS6t3795PnjwxNjY+f/48e1wk4h/PpoFCoSQmJiYnJ6elpZWXl2tpadnZ2Tk6OgoyHBIVffr0SUtL27Jli5ubW11dnY2NzYkTJ3raJ5nAbN269fjx42vXrp0xY8a///7r4+MzZcqUHvV5OWLECC8vLysrKz8/Pz09vYyMjEOHDu3evVtDQ4PoaKLh9u3b4eHhubm5Wlpa3t7es2fPZk9A8m0bO3bs8OHDHz9+XFFRERgYiDcmvgyJxWJZWVmdOHHC0tKS6DDdi0Kh7NmzB5/KRSItIyPDy8srIyODM1VlXV2dtbV1VFSUvb09sdkE7OHDh2fOnCkpKTEyMlqwYIG+vj7RiUTD9u3bjx49+vPPP1tZWb18+XLnzp2qqqoxMTH4M7cIIfBTm/tKw/z5801NTdevX79r1y5eX7N27dpuToUQ+rhLly7NnDmT0zEAgKKi4vz58y9dutTTmgZ7e/ue9lv+enl5eb/99ltWVhZ7coIBAwZ4eHi4uLicPXsWJzlF/OBuGo4fP+7m5rZ+/fpOJnHCpgEhorx580ZLS4urqK6unpmZSUgeJFri4+PHjRvXcTojcXFxHx+fK1euYNOA+MHdNDQ0NLAfqiwqKiIgDkKoU/369bt37x5X8fHjx3iDFvGjsbGRSqVyFalUakNDw2e9T1tb24EDB86cOUOj0fr3779y5cqxY8d2XUwkvLhvYsnLy8vIyHB2WSwWeyM3N/fKlSu46gRCxJo2bVpCQkJMTAynEhcXd/HixVmzZhGYCokKExOThw8fchUfPHhgZmbG/5vQ6fQRI0bcvHlzx44dSUlJS5YsWb9+vb+/f5cmRUKK59MTJSUlCxYs0NHROXz48KNHjxwdHRkMBpVKjY+Pt7GxEWREhBCHsrLyxYsX58+fHxISYmJikpubW11dff78eZyiAPFj1KhRmzZt2rFjB2c9uYsXL/75559paWn8v8mff/4pKSl58eJF9jMXenp6w4YNMzMzmz9/fr9+/borOhIOPIfLrly5kjM3cEhIiLOzc35+vqWl5U8//STAeAghbra2thkZGaGhoa6urkFBQU+fPh0yZAjRoZBokJCQuHz58q1bt/T19ceNG2dhYeHv73/hwgUdHR3+3+TmzZtz5szp+JQmlUodO3ZsYmJiN0RGwoXnlYbk5OSff/551qxZDQ0NsbGxZ8+eNTAwmDFjBl6DQohw4uLizs7OOBMG+gJ9+vS5du1aXl5eTk6Ojo6Oubn55y4O0NTURKFQuIoUCuXdu3ddFxMJqc7WnpCTkwOAhIQEEok0bNgwABATE/twiQGEEEKipW/fvp6enlZWVl+wnJCFhcXt27c7Vlgs1u3bt7/5yX4QdNI02NnZHTly5P79+0FBQS4uLlQqtaamJioqytjYWJD5EEIICZUlS5ZER0efOnWKPVK+qalp3bp1EhISrq6uREdD3Y7n7YnQ0NBRo0Y5OjrKysreuHEDAOzs7EpKSs6dOyfAeAghhISLpqbm1atXlyxZ8uOPP/bp0yc7O3v06NEXL17EOSV7Ap5Ng5WVVUFBQXZ2tq6uLnsmkJCQECsrq759+wowHkIIIaEzYMCABw8eFBcXv3r1ytjYWFVVlehESEB4Ng0AICsra2tr29bWVlxcrKamNmnSpJ6wqAlCCKFPIpFIenp6enp6RAdBAtXZ1aSTJ0/269dPWlpaT0/vxYsXCxYsCAwM5Ez3hBBCwqO6uvrx48dv3rwhOghC3zKeTUNUVNScOXNsbW3Pnz/PrgwePHjLli379u0TVDaEEPq0/Pz8MWPGGBkZ+fr66uvrT58+vby8nOhQqMvU1tZu3Lhx6NChdnZ2K1asoNFoRCfq0Xg2DUFBQXPnzo2Ojvby8mJXFi9evGbNmoiICEFlQwihT6ivr3dzcxs1alRFRcXjx4/LysoMDQ1HjRrV1tZGdDTUBQoKCiwtLZuamkJCQvbv30+lUq2trVNTU4nO1XPxbBoKCgo8PDy4ira2tsXFxd0cCSGE+HXs2DEnJ6dVq1ax5xuQlpbevn27iorKxYsXiY6GusC6detWrVq1d+9eR0fHQYMG/fLLL+Hh4X5+fkTn6rl4Ng1GRkb379/nKj579gynFkcICY/MzEz21HMdDR8+PCMjg4g4qItdv37d19e3Y2Xy5MkFBQWvX78mKlIPx/PpCT8/v0WLFsnIyMyZMwcAKisrjxw5EhYWFhwcLMB4CCHUGWlp6Q9nL25sbPxwnmMkchgMRmtrK9f/SjKZrKCg0NDQwJ4LAAkYzysNCxYsCA0NjYiIMDc3B4BRo0atWLFi7dq1K1asEGA8hBDqzPDhw6OjoxkMBqfS1NR07tw5d3d3AlOhLiEmJmZoaMg1gqG0tLSuru6zVthCXYhn05Cfn//dd9+VlJQ8fPjw77//vnfvXmlpaUBAAE7VgBASHhMnTlRUVPT09Lx//35FRUViYqKbm5uTk9PgwYOJjoa6wNq1axcvXlxQUMDeLS8vnzdv3vLlyyUkJIgN1mPxvD1hZ2c3b968PXv2DB48GP/5IYSEE5lMvnTp0oEDB77//vuSkhJDQ8MlS5awb6qib8CCBQvevn07ZMiQ/v37S0pKZmZmLl26dPPmzUTn6rk6G9Nw+vTp7du3y8rKCjIQQgh9FnFx8ZUrV65cuZLoIKhbrFy58rvvvsvMzGxtbbW2tqZSqUQn6tF4Ng2mpqY6OjpmZmaTJk1SV1fvuHzq2rVrBZINIYQQAgqFMnToUKJTIIBOmoZNmzaxNz5c1hKbBoQQQqgH4tk0FBUVCTAGQgghhISd0C1/zmKx6uvra2pqcGUshBBCSKgIS9OQl5e3cePGfv36ycjIKCoqqqioSEtLGxoabtiwIT8/n+h0CCEBYTKZBZUMpIoAACAASURBVAUFL1686Dj1AkJISPC8PSFIqamp7u7u8vLynp6epqamysrKLBbrzZs3//77719//XXw4MHExMSBAwcSHROh954/f3706NH8/HxdXd1Zs2bZ2NgQnehb8Ndff61bt05CQkJMTKyuri4gIGDJkiVEh0IIvScUTcP69eutra3j4uLk5eW5Xtq9e7e3t/e6desSEhIIyYbQh8LDw4OCgpYuXTpr1qy8vLwJEyb4+vpu2bKF6Fyibd++fSEhISEhId7e3hISEs+fP581a1Zrays+S4m+KW1t0NgIsrIgJUV0lC8hFE3D48ePd+/e/WHHAABSUlK+vr6zZ88WfCqEPio3NzcwMDA9PV1LS4td8fX1tbGxGT16NE6D9mVoNNrixYuvX79ua2sbFha2bdu2iIgIV1fX6OhoFxeX5cuXk8nCciMVIWhogKYmaGyEujp49w6amqC2Ft69g3fvoL6e+9V37+DNm/+8SiKBvDysWAEBAUT/Tr4Ed9Ogqqr6ya+pqqrq2hBGRkZJSUk+Pj4fnaM6MTHRyMioa8+I0BeLjY319vbmdAwAoKysvHDhwnPnzmHT8AUYDIaXl9fYsWNv3Lhx9+5dMpkcHx8/ffr0u3fvGhkZSUpKlpaW4kIDqMuwWPDmDTQ2wrt3PD/4O39VXh5kZUFeHhQUQFYWZGWBSgUZGZCVBUVFkJcHZeXOXhXxCbC5m4bAwED2Rmtr6+bNmxUUFKZNm6alpVVWVnbmzBkymRweHt7lIdatW+ft7V1eXj59+nRTU1MqlUoikWpra3NycmJiYq5cufLXX391+UkR+jLV1dUaGhpcRQ0NjdzcXELyiLrk5GQA2LJlS0hISEtLi4yMzIgRI5YtW/b777+HhYW9e/dOSjSv4iLBYTKhtvYjv968+XhRSQkoFJCRAQrl/Ue7ktL7z3gdHe5XO37w92zcTQNn2JGfn5+ZmVlCQoK0tDS7sm3bNjc3t7i4OA8Pj64NMXXqVFlZ2bCwsIULF3K95OrqevHixbFjx3btGRH6Yvr6+rdv3+YqPnv2zNDQkJA8oi4nJ2fw4MFkMtnZ2fn06dPfffcdANjb2+/Zs+f69euamprq6upEZ0REaGiAmhqoqYHqaqiuhpoanp1BfT1Qqdy/lJRAWRkMDT/yEvoKPMc0xMbGBgYGcjoG+P/wAn9//wMHDnR5jrFjx44dO7a6urq0tLSiogIA1NXVtbW1VVRUuvxcCH2NyZMnb968+dq1a6NHj2ZXHjx4cOLECa4FfBGf5OXla2trASA0NHTkyJFVVVVTp07Ny8t7/fr1vHnzTp8+TXRA1KWYzPYmoOOv16//s8tuFKSkQFm5/ZeKCqioAJUK6upgZMTdHCgpEf276kF4Ng1MJrO0tJSrWFJS0nERii6noqLyYZfQ2NhIp9OV8K8FEg4qKirnzp2bN2+enp6emZlZfn5+Zmbmn3/+qaurS3Q0keTm5rZmzZrS0lIrK6uHDx9u3rz5wIEDZWVlFhYWiYmJZmZmRAdE/Glt/UQrwGkI2B0A169+/d5vsxsFvC0llHg2DR4eHkFBQcbGxhMnTiSTyUwmMyYmJjg4eO7cuYLMBwATJkxISEjgZ4LIZ8+e/fbbb7xebWlpaWxs7NJoqIdydHR89uxZQkJCfn7+8OHD3dzcPvrsD+KHlpaWv7+/g4PDzz//bGtr6+3t/erVKyMjo8uXL3frjyiILy0t7fcF2HcKOm5zNqqqoKoKmpq4+wA1NdDQAAsL7vrHBrwjUcGzadizZ09+fv6UKVMoFIqmpiaNRmtoaHB3dw8LCxNkPgAYM2aMnp4eP0f26tVr0KBBTCbzo6/++eefHe+2IPQ1pKWlcahNV1m1apW9vf3evXv379+vqak5Z86c+fPn42OW3aWtDerroa6ufUBAJ91AbS20tYGyMlCp7T/9czZMTN5X2P1Bjx8h2EPwbBooFEpiYmJycnJaWlp5ebmWlpadnZ2jo6Mgw7GtWbOGzyPV1NR8fX07eR9xcaGYlwIhUdfS0pKfn6+pqdlV9w3t7e3t7e275K16lubm9g6gvh5qa9s3uP5bW/uf3dZWUFBoHwqgpPS+D1BVhf793++yGwK8hIb+q7MPURKJNGzYMEdHRxqNpqamJiMjI7BYCCHhVFdX5+/vf+zYMV1dXRqNZmdnt2/fPpxJpctwxglWVbVvcH3kc5oD9jYAKCiAoiIoKoKSEigqtu8qKICmJhgbt3cGnKKiIsjJEf2bRCKss6bh5MmTAQEBBQUFTCbzyZMn+/btMzAw8Pf3/+gUTAihbx6LxZo0aZKhoWFpaamioiKDwYiIiHBzc3vy5ImamhrR6YQbg/Gf8YDscQDsX1xDBTve/ldVBSoVFBRAT+/9pz67wt7FW65IsHg2DVFRUXPmzJk+fXpYWNj48eMBYPDgwcuWLaNQKN9//70AEyKEhMWdO3cqKyvj4+PZAw7ExMT8/PyeP3/++++/b968meh0xGlqgrIyoNG4pxDoWHz9GsTFgUoFTU3Q0Hj/xKC29n+KamqiPmMg+rbxbBqCgoLmzp17/PhxTmXx4sX5+fkRERFd3jSsXbv2k8fs2rWra0+KEPpcGRkZrq6uXEMU3d3djx07RlCibsZPN1BZCRISH+kGDAzAxuZ9UV0dcEwVEn08/xIXFBT8/PPPXEVbW9vumEaaRCIdPny4trZWWVmZymO6LmwaECKchIREc3MzV7G5uVlSUpKQPF/uo90AV6WTbmDo0PcV7AZQT8Lz77qRkdH9+/e9vb07Fp89e9avX78uDxEaGrpo0SITE5NNmzbxc9UBIdFSWlpaUFCgo6PD58PDQsvFxWX79u2NjY0d56WIjo7mTI5JCCaTWVhYyGAwDA0NPz61A5MJ+/fDqVPtMw41NrYPF+g4o4CqKujpcdcRQv/Fs2nw8/NbtGiRjIzMnDlzAKCysvLIkSNhYWHBwcHdkaNfv364QiD69pSUlPj5+aWkpPTv37+wsFBfXz8iIsLU1JToXF/I1NR04sSJbm5uISEhAwcOLCkpCQ4OLi0t9fHxISrSqVOnNmzYIC0tLSYmVldX98svvyxatOg/RxQVwXffQVsb7NwJGhrtQwsRQl+GxWJZWlpmZmay/ovJZO7atUuxw3wdsrKymzdvZjKZrO6RnJyclZXVTW/OYrHk5eUPHTrUfe+PEJeWlhYTE5Pt27e3trayWCwmk/nHH39oaWlVV1cTHe3LMZnMEydODBo0SEFBwcTEZPPmzW/fviUqzMmTJ42NjZ88ecLe/eeffwYMGBAeHv7+iOPHWWpqrB07WHQ6MRER6gYf/dQWDBKLxbKysjpx4oSlpeWHLUVDQ0N2dnZJSYmmpqapqalILwBBoVD27NnTyexPCHWtM2fOREZG3rhxo2PRx8fH3Nx89erVRKX6lhgbGx85csTBwYFTyc7Odnd3f/XqFbmyEhYtgpcv4fhxsLIiMCRCXa6TT+3uxnOi1vLy8ubmZgqFMnjw4ClTpjg4OCgpKdXU1Fy4cEGQ+RASXf/888/QoUO5is7OzllZWYTk+cY0NzcXFxcPGTKkY5F966cuMhIGDABTU0hNxY4BoS7Es2nQ0NAYMGDAs2fPOhZfvHgxceLE7k8lklpaWoiOgISLjIxMQ0MDV7G+vl5WVpaQPN8YcXFxFovV1tbWsciqqPijqkrh11/hyhXYsQPnPECoa3W2JAyJRLKzs+s4VQP6qL/++svc3FxZWVlBQWHy5Ml5eXlEJ0JCwd3d/ezZs2/fvuVU6HT6yZMnR44cSWCqb4a4uPiQIUPOnDnzvnT2bKuJSYWyslhGBgwcSFw0hL5ZnTUNhw8f/vHHH318fBYuXNjU1CSwTKIlJCQkKCgoIiKivr6+tLTUycnJyckpPz+f6FyIeLa2th4eHk5OTnFxcUVFRTdv3nR3d9fU1PTy8iI62jciLCxszZo1YWFhRXl5DT4+b/z8JgD0//tvELl5I3q8ysrKJUuWGBgYUKnUYcOGxcfHE50I8cBrHCYAPHjwgMVi3bx5U01NzcrKKjc398GDB+wvEUXd8fREfX29kpJSaWlpx2JwcPD8+fO79kRIdO3du1dPT09WVlZHR8ff35/BYBCd6JuSn5+/YuLEFGnpBBmZeRMmPH/+nOhE6LO9evVKW1v7xx9/LCgoqK2tvXDhgoGBwYEDB4jOJbwIfHri0xOZsVej8fb2Hjhw4JIlS7q9ixEpT548MTc319TU7FicMGECe7UOhCIiIoKDg5csWWJubp6fnx8eHi4mJhYQEEB0rm/E48ePC/bvD4qPfzl5ss2xY8N5zMyYm5t7+/btpqYma2trR0dHAYdEnxQUFDRv3rzAwED27vjx4y0sLOzs7ObOnSuHa3IKGb5mP9XS0kpKStq0aVNoaGh3BxItTCaTax5+ACCTyUwmk5A8SKgUFBRs2bIlNTW1T58+7MrChQttbGxGjx7NNeYffS4Gg7F8yRLLM2dmAJyZOvV4fn6Dnd2FCxc4f9RsTCZz/fr1UVFRHh4eMjIyERER2traUVFRysrKRCVHH0pOTo6KiupYMTAwMDExSU9Pd3Z2JioV+iieTUNWVpaBgQFnV0JCYteuXcOHD09JSRFIMNEwYMCAp0+fVlZWqqurc4qXL1+2t7cnMBUSEhcvXpwyZUrHjzEqlbpo0aJz585h0/CVzq5e/cNffxk6OoqdOOGjquoDEBISMnfu3Fu3bnU8bP/+/SkpKc+fP2fPU8dgMNauXevr6xsTE0NMbvQxra2t0h+s8S0lJdXa2kpIHtQJngMhzc3NP3wwzMPDY+vWrd2bSKQoKSmtXLly3LhxmZmZAECn0yMjI0NCQvz9/YmOhohXXV2toaHBVdTU1KysrCQkzzeitBRmzx4WEUFavVrsyhVQVWWX161bl5ubW1xc3PHYyMjInTt3cma2FRMT27FjR3Jy8uvXrwUdG/E2cODAmzdvdqzU1dU9efLECufYED7cVxrmz59vamq6fv36TlaVxDWlOtq6dau2traXl1djY2NLS4uDg0N8fLyxsTHRuRDx9PX1PxwE/uzZM0NDQ0LyiLzWVvj9d9i2DWbNclBUfLBsGZBInBfJZLKBgUFJSYmuri6nWFRUxLXSh5SUlIGBQXFxsZqamuCSo05t3Lhx9OjRGhoa7HmAXr58uWDBgjlz5uD/I2HENQ4TANzc3Fgsli5vhIzY/HrdvfZEdXV1S0tL970/Ejk1NTW9e/e+fPkyp/Lw4UM1NbWCggICU4mqixdZBgYsT09Wfj6LxbKysnr06FHH15lMpra2dn5+fseioaFhdnY212EaGhrFxcUCiIz4d//+fRsbGxUVlf79+1Op1KCgoLa2NqJDCS8henqioaGBvbZsUVGR4DsYkYZDqxAXKpUaExMzd+7c3bt3s5+eePLkydGjR/X19YmOJlJycuCHH6CoCA4cgFGj2LUZM2Zs3bo1NjZW4v9zPh44cEBHR6fjSCwAmDJlyo4dO44dO0b6/zWJo0eP9unTh2u8JCLckCFD0tLSqqqqampqeC5xjoQAd9MgLy9PSA6EvklDhgx59uxZfHx8fn6+i4uLu7s7hUIhOpToqKmBgACIjgZ/f/Dzgw5PVK5evTojI8PS0nLWrFny8vIJCQkvXry4fPky1xv89NNPnp6ezs7Os2fPlpOTu379+u3bt69duybY3wbil6qqqur/B6kg4cTdNPDzP6yqqqp7wiD0DZKSkvL09CQ6haih0+HIEdi6FcaNg+xs+OD7koSERHR0dHJycnx8fHV19dSpU6dPny75wUSQ8vLySUlJZ86cSUxMbGpqsrW1jYiIwEf/Efpi3E0DZ3qN1tbWzZs3KygoTJs2TUtLq6ys7MyZM2QyOTw8XOAhEUI9yY0bsHo1aGpCfDyYmXVyoIuLi4uLS+dvRiKRvL29vb29uzQiQj0Ud9PAmfPRz8/PzMwsISGB8/jstm3b3Nzc4uLiPDw8BJoRIdRDpKfDxo3w6hWEhACu0IGQ8OE5T0NsbOzChQs7TrghJSXl6+sbGxsrkGAIoZ7kyROYMAHGj4epUyErCzsGhIQTz6aByWSWlpZyFUtKSnBQK0KoK2VlwbRpMGYMDBkCubmwaBHwWEICIUQ4nk2Dh4dHUFDQuXPn2MsoMJnMs2fPBgcH470JhFDXYLcLI0aAjQ0UFsKGDSAjQ3QmhFBneHb0e/bsyc/PnzJlCoVC0dTUpNFoDQ0N7u7uYWFhgsyHEPoGZWXBtm1w+zb88AMcP469AkKigmfTUFFRcfbs2aysrLS0tPLyci0tLTs7O1xVFiH0VbBdQEiU8Wwa7Ozs5s2bt2fPnmHDhgkwD0JIEJqbmxkMhuBmLGAy4coV2LsXcnJg/Xr480/4YFVDhJDw4zmmwc/PLy4u7t27d4JMgxDqbnfu3LG3t1dVVdXQ0LC0tIyLi+ve8zU2wh9/gIUFbNkCU6dCbi6sWIEdA0IiiueVBlNTUx0dHTMzs0mTJqmrq3d8aAJXuURIRCUkJMydO3f//v3jxo0jk8mJiYmLFi2qr6+fOXNmF5+prQ3u3IHz5yE6GtzcIDIShgzp4lMghASOZ9OwadMm9sa5c+e4XsKmASER5e/vHxERMW7cOPaum5vbmTNnJk6cOGPGDFKHZaa/XE0NXLsGFy/CjRvQrx+MGwdPnoCOThe8M0JICPBsGnCVS4S+MQwG48mTJ6NHj+5YtLGxYTAYNBpNS0vry9+6oAAuXYK4OEhJATs78PSEsDD4mjdECAmlz5tEJTMzMz4+vgdeaXj37t3Tp09ramrMzc1xUV0kotjXElgsFledPRfLZ2MwICOjvVd4+RJGj4ZFi+D8ecCVchH6dvFsGphMZnR0dGZmZsdvKLdu3SorK+tpTcO5c+dWrVqlra2trKz8+PFjd3f38PBwRUVFonMh9HnIZLKtrW1cXNykSZM4xUePHsnIyGhqavL7LlVVcP06XL4MN26Ari6MGwcHD8LAgdAldzcQQsKNZ9MQEBDwyy+/WFhYvHjxQklJqU+fPtnZ2ZKSkqdPnxZkPsLdvn171apVsbGxAwcOBICmpqYffvhh7ty5uAYHEkXBwcHe3t4tLS2TJ08mk8nXr19ftmxZWFjYJwY0VFbC7dtw+zYkJ0NxMQwfDh4eEBqKNyAQ6ml4Ng3Hjx9funTpgQMHoqKioqOjL1269Pr1a0dHxy+8kimy9u7d+8svv7A7BgCQkZH57bff9PX18/Ly+vbtS2w2hD6Xs7PzxYsX169f7+vrSyKRTE1NDx8+7O7u/pFDy8vhzh24exfu3YPcXLCzA3d32L8f7OxAUlLgwRFCQoFn00Cj0ZycnADA1dX1hx9+YLFYampqfn5+gYGBXAOpvm05OTnbtm3rWJGQkLCxsXn+/Dk2DUgUDRo0KCkpiU6nM5lMSa6P/6Ki9ssJt29DXR04OYGLC3z3HVhaApnnnC4IdYm3b98+ffq0trbWwsJCB5+4EVY8mwYVFZV///0XADQ0NEgkUlZWlqWlJZVKzcjIEGA84lEolJqaGq5iTU0NhUIhJA9CXUKcs5Lkixfvbz20tYGLCzg5werVYGratcMUrl69GhsbW1lZaWJisnTpUm1t7S58cyTqTp8+vWbNGl1dXSqVmp6e7uHhsXfvXvw2K4R4/vTg5eW1b9++yMhIALCxsdm7d29JScnZs2c/Y8DUN2HMmDF//PFHx0pGRkZubu7gwYOJioTQ18rOhogImD4dNDVh5Ei4fRtcXODmTaDRIDoali0DM7Mu7BiYTObs2bPXr19vZWU1Z84cBoNhY2ODo4IQx82bNzdu3Hj16tX79+9fvnw5Pz8fABYsWEB0LvQxLBbL0tIyMzOT9V91dXULFiyYMGECi8XKyMiQlZUFADExsaioKJZokpeXP3To0Od+VUNDg42NzcSJE69fv56WlrZ79+5evXr9/fff3ZEQoe7CZLKePmXt28eaMoWlrs4yMGDNn886fpxVVCSAkx8/ftzR0bG1tZVTSU9PV1dXr6+vF8DZkfAbO3bsqVOnOlaam5vV1dWLi4uJiiTkPvqpLRg8b08oKCiwLzMAgJWVFY1GS0lJ6du3r76+voDaGeEgLy9///79AwcO7Nq1q6amxtLSMikpycTEhOhcCH0KkwnPn8O9e3DzJiQlgYICODrCiBEQGgp6eoIMEhMT8/3330tISHAqAwcOHDhw4K1btzhzU6KeLCcnh+varZSUlLW1dU5ODs6LI2z4ndxJUVFxxIgR3RpFaElKSq5atWrVqlVEB0HoUxgMyMlpbxQSEkBJCdzdwdMTdu0C4r75VldXa2hocBU1NTVfv35NSB4kbNhDxwwNDTsWceiYcOJuGlRVVT/5NVVVVd0TBiH0mVgsyM+HtDRIT4e0NHjyBHR1wcUFvL1h/35QUyM6HwCAgYFBVlbW0KFDOxafPn06d+5coiIhocIeOjZo0CBOJTU19dWrVzY2NgSmQh/F3TQEBgayN1pbWzdv3qygoDBt2jQtLa2ysrIzZ86QyeTw8HCBh0QI/VdBAcTGwtWrkJoKSkpgaws2NuDvD7a2oKREdDhuCxcunDlzpru7e79+/diV8PDw5uZmrjYC9VgbNmxwdnaeNm3awoULlZWVk5KSQkNDDx06xP1IMBIC3E3DkiVL2Bt+fn5mZmYJCQnS/1/5ftu2bW5ubnFxcR4eHgLNKCTKy+HXX0FbG/T1wcAA9PXh/38yCAkCiwVpaRAbCxcvwuvXMG4crFgBDg6gokJ0sk8YOnRoQECAk5OTo6OjhobGw4cPyWTy+fPnxcTEiI6GhIKiomJKSkp4ePjOnTvfvHkzYMCAO3fu9O/fn+hc6CN4jmmIjY0NDAyU7vC5KCUl5evr6+/vf+DAAYFkEzJycqCmBs+fw+XLUFgIRUWgotLePejpgZ4e6OpCnz6grQ0yMkRnRd+QlhZISoLYWLh0CRQVwcsL/vgD7OxEa7al7777bty4cbdu3aqoqJgyZYqzszNZpPKj7iYlJbVmzZo1a9YQHQR9QmcLVpWWlnIVS0pKeu4PBxQKdPwLzWQCjQYFBVBUBIWFcOcOnDgBr17Bq1cgLw9aWqCjA9raoKXV3kmwN7CfQHyqrYUrVyA2FuLjwcICvLwgKQn+f3lfFKmqqk6ZMoXoFAihr8KzafDw8AgKCjI2Np44cSKZTGYymTExMcHBwTh2qR2ZDNraoK0Nzs7cL9XWAo0GZWVQUAA0Gty7176bmwutraCpCQYGoKHxnw1DQyG8FY0IUFwM16/DpUtw5w4MGgSenrB3L3zw6AFCCBGCZ9OwZ8+e/Pz8KVOmUCgUTU1NGo3W0NDg7u4eFhYmyHwiiUoFKhXMzD7yUlUV0Gjw8iW8egWlpXDvHpSWQmkpvHwJkpKgrQ19+oCWVvtlCQ0N6NUL1NRATQ2kpAT+20AC9Phx+2AFGg3GjYOFC+HMGbwuhRASNjybBgqFkpiYmJycnJaWVl5erqWlZWdn5+joKMhw3yBVVVBVBUvLj7xUU9PePbDbiORkKC+H8nJ4/RqqqkBKCnr3BjU1UFUFdfX2ZoKzraoKamrQYfIcJALa2uDWrfZeQUYGxo+H8HAYMkS0BisghHqUziZ3IpFIw4YNGzZsmKDC9GzKyqCsDBYWH3+1qQlqa6GsDGg0qK1t305Pf79dUgJiYkClgqYmaGi0X+3gbLM3sLEQBm/fQmIi/P03XL4M+vrg6QnnzwM+jw5QVlb24sULTU1NAwODnjt2Cn3TWltbIyIiEhISGhoarK2t16xZI3LLOfFsGmpqan7++ee0tDQGg8H1UlpaWjenQh+QkQEZGdDU7OzTpaqq/bJEZSVUVMDr1/DqFTx+DBUV719SUfnIJYqO26qqXbu2IWr38iXExcGFC/DoETg7w/jxEBoKvXoRHUsovH79euXKlQkJCaampqWlpXJychEREfb29kTnQqgr1dbWurq6GhoaLliwgEKhJCQkWFtb//33384fDowTYjybhkWLFsXFxc2YMaMXfl8TFex7H51gMttbh9ev27uK168hOxsSE993G2/evO8eODdE2E0Ge1tFBVRVQZzfCch7LjodMjLg/n14+BDu3YPmZhgzBpYuhfPnQU6O6HBChMlkTpgwwcHB4eXLl+xnvM+fPz9+/PhHjx7pCXaNDIS6VWBgoIODA2fOAldXV2dnZx8fn9zcXJLo/KjG81v/jRs3wsLC/Pz8BJkGdS8yGXr1+sRPt3T6fy5XVFVBVRVkZUFlZfs2+5eS0vt+gt1ScLZ79QINDVBX74mNxcuXkJkJDx7A/fvw+DHo6YGDA4waBVu3As5Uw8OdO3fevn27c+dOzvfNiRMnpqen79+/PzQ0lNhsCHWhuLi4mJiYjpWRI0eKiYllZ2ebfXTgvFDi+W1dS0vLwMBAkFGQUBAXBw2NTzzjx2JBdfX7BuL1a6ishJISyMiAqiqoqGgfv6miAurqoKXV/l92M8F+xFRLS+SfB2lshPx8yM+Hf/+F58/h+XPIyQFFRTA3hyFD4Mcfwd4eFBSITskTg8Gg0Wi9evXqvpl6GQxGSUmJmpqaXKdXVv755x8HBweun7SGDh26d+/ebgqGECHq6uo+XN1JTU3tzZs3hOT5MjybBh8fnz/++IPdBwkyEBIBJBJft0IqK6GyEkpLoaICaDTIz4e7dxtzc9uKiigNDU0Uioy5uXj//mBgAIaG7f8VzhmRy8ogPx8KCtq7BPZGYyMYGEDfvmBkBMOHw/LlYGwszF0CR2Nj49atWw8ePEilUqurqz08PHbv3q2jo9OFp2hqatq2bVt4eLiKikpVVZWjo+PevXuNjIw+erCcnFx9fT1Xsb6+XlZWtgsjIUS4fv36paend1yHoamp6fnz5/1EatI2nk2DhoZGZWWlhYWFp6enmppax58D1q5dK5BsSJSRydC7N/Tu3fH50nXr1v31vO1BsgAAIABJREFU8KHP99/3VlMrvH27MCFh2+DBRo2NcP58+4cxk9nePRgagrk5mJuDqSkIbNGaxkYoLISCAu7/Kii872xGjmzfFs0Jl1gs1qRJkzQ0NIqKilRUVFpaWnbt2uXs7JyRkaGoqNhVZ5kzZw6ZTM7Ly1NXV2cwGBEREa6urunp6R8ukA0Arq6u69atq6io4AyfYrFYR48enTRpUlflQUgYrFy5cs2aNSYmJvr6+gDQ1NTk5+c3evRodXV1oqN9Bp5Nw08//cTeOHPmDNdLAmga6HR6YWGhgoKCurq6CI0QQZ24cOHC9evX//nnHwqFAgDg53fr1q3hs2a9ePHi/eXr2tr27iEvD+LiICQE8vNBXx/MzcHSEszNwcIC9PW/9vkOOh1KSqCwkLs5aGhoX0yE3Ra4u7fvisK4xcrKyqSkpPLychMTEzc3N14XCJOTk8vLy69du8Ze+kFKSsrf3z8vL+/QoUNd9e86MzMzPT39xYsXEhISACAmJubn51dYWLh3794dO3Z8eHyfPn1++OGHoUOHbtu2beDAgaWlpbt27Wpqapo/f36X5EFISEydOrWystLe3n7AgAGKior37t0bPnz4wYMHic71eXg2DUVFRYJJUFVVtXHjRj8/P2trawBgMBhBQUE7dux49+4dAOjp6e3atWvy5MmCCYO6T3R09Nq1a9s7BgAAGDZsmJmZWVJSkqenZ3uJSgVbW7C1ff9lra2QkwPPnkFWFhw6BM+eQU0NmJmBvDzU1n7kNO/eQUsLd5HJhLq6/xzTq9f71UrHjm3f7t27i36v/0Gn0x88eFBQUKCjo+Pg4CDdDYujHjly5Mcff3R2dtbU1Pzrr7/Wr18fHR1tYmLy4ZHp6ekjRozgWixq9OjRXOOzvkZ6erqrq6vEf2cEGT16dEhICK8v2bRp0+DBg3/99dctW7ZoaGhMnjx56dKl4j1wIC361vn5+c2YMSM1NbW+vj44ONjQ0JDoRJ/t8/5ZZmZmxsfHd+2VhsbGxsOHD3t6erKbht27d2/evNnHx8fT05NMJl+8eHHKlCnXrl0bNWpUF54UCV5FRYWuri5XUU9Pr6ysrLMvk5QES8v/zKH55g3k5EBjI1CpHzleRuYjS5aTydDx2rucnMBueWRkZMybN09KSsrU1LSwsPDVq1eRkZGurq5deIp79+5t3br13r17nG9Ahw8fnjhxYlZWlsQHc3mJiYm1tbWdOnUqPDw8Ly9PS0tr2rRpGhoaXTh0SVxcvLW1lavY0tLSeRMwfPjw4cOHd1UGhISWsrKySH+cdbbKZXR0dGZmJpPJ5BRv3bpVVlbWrbcn9u/f7+fnFx4ezt4dP348g8HYtm2bSP8pIwDQ1tbOzc11cXHpWHzx4sVnX0ZSUgIRmfanvr7e09MzLCzM29ubXUlISJg+fXpaWloXDjyMjIzcsGFDxx9ZFixYcOTIkeTkZHd3d66Dhw4dumXLlocPH4aEhFhYWLx8+TI4ODgsLOyXX37pqjxDhw5dv359XV1dx0ESf//9N9f/eoSQKOI5y31AQMDs2bOvXbsWHh5+8uTJ27dvR0REFBQUHD16tPvS0On04uLiMWPGdCyOHDkyMzOz+06KBGPevHk7duwoLy/nVM6dO/fy5ctveJ7y8+fP29vbczoGAHBzc5s5c+bx48e78CxFRUUfPuRtbm5eUFDw4cGSkpIMBkNWVlZJSYlKpVKpVEVFxba2tg+vSXwxAwODWbNmjRgx4s6dO62trYWFhcuXL3/48CFO+oLQN4Bn03D8+PGlS5c+ffr0yJEjgwYNSklJKSwsVFVV7XjhocuJi4v369ePazhFaWlpF47rRkQZMWLEkiVLBgwYsHTp0m3btnl6em7YsOHs2bNSoj5hA295eXkDBgzgKlpbW+fm5nbhWVRVVWk0GlextLT0o0Oyb926NXfu3KlTp86YMUNaWtrV1VVZWXnnzp137tzpwki7du1asWLFypUrKRTK8OHDJSQkHjx40HE4C0JIRPFsGmg0mpOTEwC4urqmpKSwWCw1NTU/P7/AwMDuyOHn5+fu7r5o0SJNTc0tW7bk5+cDAJPJvHTpUnBw8Pjx47vjpEjA1q5de//+fQsLi7a2ttmzZz979mzgwIFEh+pGVCq1srKSq1hRUaGsrNyFZ5kyZcqvv/7a3NzMqaSnp6elpX10iEBra6ucnJyfn19OTk5ra2tRUdHOnTvZz152YSQSiTRnzpwnT560tLQUFhbu2bOH+tEBKAghUcNzTIOKisq///4LABoaGiQSKSsry9LSkkqlZmRkdG2C3r17nzt3ruD/aDRafX19amqqoaHhjRs3vLy8xowZs3379q49KSKKgYHBsmXLiE4hIGPHjh02bJi/vz9nBoLGxsbIyMg//vijC88ybdq0mzdvWllZLVu2TENDIzU19c8//4yMjFT42ExTVlZWmzZtYrFYJBKJ8zAze+GcLoyEEPpW8WwavLy89u3bp62t7evra2Njs3fv3q1bt549e7bL1/GUlpbmmsWFwWDQ6XQAMDMzy8jIsLS0xKkaBO/du3f79+9/9OgRmUx2dHRcvHhxdzwr+G0zMjJavXq1ra3t2rVrzc3N8/LywsLCxo4d27VDAkkk0qFDh5KSks6fP3///n0TE5MnT57w+nfq5uYmLS29cuXK4OBgeXl59sxLcXFxOGwIIcQPnk1DaGgog8G4fPmyr69vUFCQg4PDkSNHxMTETpw40d2ZxMTE2A+A6ejo6OjoNDY20ul0JSWl7j4v4igoKHBzc3NxcZkxYwaTyTx79uyBAweSkpJEbul3wq1bt2748OGHDh26dOmSnp5eRERENz1Y6Orqys+TnOzHmNevX6+pqamvr19aWmptbZ2YmKginBN4I4SETGePXB48eJD94W1lZUWj0VJSUvT09AQ/4eWECRMSEhJYLNYnjywpKYmKiuL1altbW9feuP2G+fn5rVq16vvvv2fvTp06NSAgYPXq1adPnyY2mCiysbGxsbEhOsV7ysrKkZGRv/76a0FBgba2dtcOsEAIfdt4Ng1UKjU3N7dv377sXUVFxREjRiQkJNjY2Hy4uky3GjNmjJ6eHj9HtrS01H50lkAAAGCxWN366Mc34+3bt3fv3r1w4ULH4g8//KCpqclkMrkmE0QiSv5/7d17XEz5/wfwz3SZLtM9korSRamUsrlFi8plQ6RUci/ZVt91qbSLJWv3YVFYrGWXxZK7SCS0sj8WbVh3qTZsS6GrSo2aOb8/znfnOzs1p9PFzFSv519nPnPO57zP+XzO9O7cPlpaTuKvzAIAYEEyaTh06JDov8mPP/5YS0tL/NuHDx+KbumSmaioKJZzWltbN/pye9p3332noaHRRkF1ZBUVFdra2hJPQuro6HA4nLdv30p0CQAA6DwkkwYulyv6q8Dj8ST+Qnh4eMyePfu9BkRRVGVlZX19vb6+Pu5/lAsjI6OampqioiJjsbEY8vLytLW1kTEAAHRmkkmDn58f/SxDXl7e1q1b2/Blt8zy8vJ27tx5/PjxgoIC+s4DLpdrZmbm7+8fHh7eHkf1aL9UVFTmzJnzySef7Nu3jx5/sry8fP78+RERETJYu0AgePz48YsXL2xsbBqOVQEAAHIk9Z6G69evyyyIrKwsLy8vLS2tcePG2dvbGxgYUBRVXl7++PHjw4cP79ix4+LFix37LUCKZs2aNZGRkba2tiNGjBAKhRkZGQEBAUuXLn3f6/3999/Dw8Nra2t79Ojx4MEDNze3bdu2mZqavu/1AgAAG40kDXw+//Tp01paWvQYUS9evFiwYMG1a9dsbGxWrVrl4eHR5kEsWbLExcWFXqnEVxs2bAgMDIyJifnll1/afL0gDZfL/eGHH3JycjIzM1VUVFavXm1pafm+V1pQUDBhwoTvv/9+0qRJhJC6urqvv/563LhxWVlZGCUZAEARSN4JX1JSMmTIEH9///T0dEIIRVEBAQFpaWljxowpLy/39PT8448/2jyIW7duTZ8+vdHr5WpqamFhYTdv3mzzlbbes2fPLl++/Ndff8k7kPeld+/e06dPDw4OlkHGQAjZsWPH9OnT6YyBEKKqqhoXF6ehoXHhwgUZrB0AAJokmTSsW7fu6dOnN27cWL9+PSHkxo0bV69e3b59+86dOzMzMx0cHNatW9fmQdja2mZkZEh7E8PFixdtbW3bfKWtkZeX5+Xl5e7uvmzZssGDB48aNYoeLANa4+HDh4MHD5YodHd3f/DggVziAQAACZJnfU+dOjV//nzRu2jOnj3brVu3gIAAQgiXy50yZcr7GBo7JiYmMDCwqKgoKCjI3t6efm6irKwsOzs7KSkpNTX18OHDbb7SFquqqvL29l68ePH58+eVlJQEAsGWLVtGjRp19+5d+rZBaBkej1dRUSFRWF5ejttgAQAUhOSZhmfPnjk6Ooo+pqenjx07lsvl0h+NjIz+/vvvNg8iICAgJSVFKBTOnTvX3d3d3t6+T58+Q4YMmTNnTnV19alTp/z9/dt8pS124MABNze3//znP/RrjpSVlRcuXNivXz+8LbGVxowZs2fPHoFAICopLi4+ffq0t7e3HKMCAAARyTMN+vr65eXl9HRpaem1a9fCw8NF3xYWFnbt2vV9xOHj4+Pj41NSUvL8+fOXL18SQoyMjMzMzBTwlfgPHjwYOnSoRKGHh8f9+/flEk+HERQUlJiY6O3tHRsb27Nnzz/++CMuLi4iIgJnGgAAFIRk0tC/f/9du3bNnDlTTU1t586dAoFANL6OUCg8evRo37593180hoaGCpglSNDQ0KisrJQorKio0NTUbMO1FBYWFhcXW1tbd563WCorK58+fXrXrl3x8fHPnz/v3bv3999/7+npKe+4AADgvyQvT3zxxRe3bt1ycnIKCAj44osvxo0bR484cOHChYkTJ967dy82NlYugSoOb2/vgwcPio99VVtbe+jQoVGjRrVJ/Tdu3HBzc3N1dQ0JCTE2Nl68eHF1dXWb1Kz4lJSU5s6de+HChYcPH548eRIZAwCAQpFMGtzc3C5fvmxnZ/fgwYPAwMBdu3YRQt69ezdq1KgrV64cPHjwfbynoX3x9PR0cXEZPnx4Wlra06dPz549++GHHw4YMODDDz9sfeW5ubnjxo2LiYkpLCy8e/fukydPXr58OWPGjNbXDAAA0EqNvDNn0KBBycnJ4iVcLjc3N9fS0hIjHNJ+/vnnxMTE9evXP3nyxNLScsGCBcHBwW1S86ZNmyIjI6dMmUJ/NDAw2L17t42NzYMHDxwcHNpkFQAAAC3zr6SBz+enpKRIe1+C6LVOFhYWbm5u7z00BcbhcKZNmzZt2rQ2r/nOnTtTp04VL+FyuUOHDr19+zaSBgAAkK9/JQ0VFRVJSUn19fXMywwdOrSTJw3vj5qa2tu3byUK3759q66uLpd4AAAARP6VNBgZGR04cEBeoQAhZMSIEQcOHBB/M0FRUdGVK1e2b98ux6gAAAAIfSOkiopKdHT0ypUrk5KS8vPzpV2eABn49NNPMzMz586de//+/VevXp06dWr48OFRUVHdunWTd2jQ2d28eTM0NHTYsGFBQUEnT56UdzgAIAcqhJCUlJSrV6/euXNnz549d+/eLSsr69u3r7Ozs7Ozc79+/RwdHdv2DQTAQEdHJzMzc82aNUFBQa9fv3ZwcNiwYcNHH30k77igs9u0adOGDRtiYmJmz5797NmzL7/88tixY/v27eNwOPIODQBkh9PwvEJFRcW9e/cePnz44MGDmzdv3rp1S09Pr/8/HBwcevXq1R5/KbS1tTdu3BgWFibvQKDlKIq6fft2fn5+jx49XFxcVFVV5R1Rh1JTU3PgwIH79+8bGhqOHj1adOvS06dPBw4c+Mcff5iYmNAlfD7f3d19+fLlEydOlF+8AJ2Us7Pzvn37nJycZL/qRh651NXVHTp0qOhNyfX19dnZ2Xfu3Ll+/XpQUNDbt2+nTp2amJgo2zgBSHZ29uzZsysqKuzt7fPz82tra3ft2tVwYExomdu3b/v5+bm6ug4dOrSkpCQgIMDHx2fr1q0cDufcuXP0e95EM6upqYWHh6ekpCBpAOhUGkkaJCgpKb169So9PT05OdnDw2PatGn4mQDZq66uHjt27LJly0JDQ+kTXSkpKZMmTbp165b4HzNoGYFAEBgY+M0334jeEfLZZ595eXnt2bOHTtS6dOkisUjXrl3LyspkHikAyFMTL2v6+++/zc3NY2Nj+/Xr9+jRo7Nnz4aEhGAAaJC9kydP9u3bNywsTHRpbPz48QEBAXv37pVvYB3DjRs3NDQ0RBkDIYTH4y1fvpx+nKp37943btxouIidnZ1MowQAeWsiaTA2NtbR0YmLi1uwYAFu4Ac5ysnJ+eCDDyQKBwwYkJ2dLZd4OpjCwsJevXpJFFpaWj5//pwQMnbs2IKCgq1bt4pugbp48eLOnTtxhxBAZ9NE0qCiorJu3bqlS5fKJhoAaXR0dEpKSiQKi4uLdXR05BJPB2NqapqXlydRmJeX16NHD0KImpramTNnDh065ODgEBwcPGTIkPDw8IMHD1paWsojWACQm6bvafDx8dHW1pZBKAAMxo4d6+3tvWLFCtHg6TU1NT/99FNCQoJ8A+sY+vfvLxQK9+7dO3PmTLrkzZs3q1atWrRoEf3Rxsbm8uXLf/zxR05OjpmZmZubm5qamvziJYQQPp+voqKirKws3zAAOpWmkwZCCEa2BLmzt7cPDw8fMGDA0qVLHRwc8vPz165dO3DgwLYakbyTU1JSOnLkiJ+f39GjR+mnJw4ePBgcHCw+EgqHw3F1dXV1dZVjnLQTJ06sWLEiPz+fw+EMGzZs/fr1jo6O8g4KoFNglTQAKIKVK1eOHDlyx44dO3fu7Nmz5+rVqydMmCDvoDoOBweHe/fuHTt27N69e0ZGRmlpaYr5l3jbtm1btmzZvn370KFD3717t3//fk9PzwsXLsjlmXWAzgZJA7Qnw4YNGzZsmLyj6LC4XK7EIKuKhs/nr1ixIjMz08rKihCioaExd+5coVAYFxeXlJQk7+gAOr4mboQEAFAcjx49MjU1pTMGEV9f36tXr8orJIBOBUkDALQnDd9hz+FwhEKhXIIB6GyQNABAu9GnT5+CgoInT56IF6akpAwZMkReIQF0KkgaAKDdUFNTW7Fixfjx4+nrEXV1dXv37l2+fHlcXJy8QwPoFHAjJAC0J/TbaefMmfPixQuhUDhw4MCzZ8/269dP3nEBdApIGgDaAEVRx48fv3Dhwps3b5ydnT/++GM9PT15B9VhBQUFBQUFVVZWqqurY3h0AFlC0gDQWjU1NRMnTnzz5s3s2bN1dHQyMjLs7e1Pnjw5YMAAeYfWkeFNtQCyh6QB2o26urrc3FyBQGBra8vlcuUdzv8kJCTo6OikpaXRN/YHBQV99NFHM2bMePToUcNb/duve/furV279u7duwYGBqNHj160aJG6urq8gwIAmcKNkNA+7Nmzx9zc3N/fPyQkxMzMbMuWLfKO6H+OHz8eExMjnh/4+voqKSndu3dPjlG1rcOHD48ePXrw4MGJiYlxcXH37t1zc3OrqKiQd1wAIFM40wDtwL59+9avX3/u3Lm+ffsSQnJzc6dOnSoQCBYuXCjv0AghpLi42MTERKLQxMTk9evXcomnzdXU1Hz66afp6en0/ieEDB8+fO7cuevWrfv666/lGxsAyBLONEA78PXXX+/cuVP0F8vGxmb//v3ffPONgrzSp1evXvfv3xcvEQgEjx49knhxYfuVlZVlZWUl2v+0uXPnnjt3Tl4hAYBcIGkARcfn858+fTpo0CDxQltbW2Vl5aKiInlFJS48PPzzzz9/9eoV/VEoFH7xxReOjo4WFhZyjavNVFdXN3wYRFdXt7KyUi7xAIC84PIEKDoVFRVCCJ/PF7/tTigUvn37VkFuxJs2bdqTJ0+cnJy8vb11dXV//fXXbt26JSYmyjuuNtOnT59bt27x+Xw1NTVR4bVr1xRzGEwAeH9wpgFk5/79+4mJiSdPnnz58iX7pZSVlYcNG3bgwAHxwpSUFEtLSwMDg7aOsYW++OKL33//ffTo0X369Nm+fXt6enq3bt3kHVSbsbCw8PDwmDdvXlVVFV2SmZm5fPnyxYsXyzcwAJAxnGkAWaioqAgLC7tx44a7u3t1dfW8efNiYmKio6NZLp6QkODt7V1YWDhlyhRlZeWTJ0+uXbu2uUMhP3/+fOXKlf/3f//H5/M/+OCDuLg4iYv0rdSzZ89p06a1YYUK5aefflq8eHGvXr369etXWlpaXFy8detWd3d3eccFADKFpAFkISwsrGvXro8fP6bfr/D3339/9NFHJiYmU6dOZbO4k5PTjRs34uLifHx8BALB4MGDr1y5YmNjwz6A7OzsESNGREREnDlzhsvlpqWleXt779mzZ8yYMS3cpE5GS0vrhx9++PLLL+/fv6+vr9+3b1+FelUGAMgGh6IoeccgI9ra2hs3bgwLC5N3IJ1OUVGRo6Pj8+fPxa+Inz9/ftWqVb/99ptsYpg0aZKnp2dkZKSo5NKlS3Pnzs3NzZVNAAAAbcXZ2Xnfvn1OTk6yXzXuaYD3Lj8/39bWVjxjIIS4uLjI8g/2xYsXJc5qDB8+vLa29tmzZzKLAQCgvUPSAO+dvr6+6HFEkZcvX8ryNkY+n8/j8SQKeTxebW2tzGIAAGjvkDTAe2dnZ6ekpHT69Gnxwo0bN06cOFFmMTg5OWVkZIiXFBQUvH79ulevXjKLAQCgvcONkPDecTicPXv2TJo0KSQkxMvLq7Ky8qeffiorK0tPT5dZDMuXL//kk08OHTpEjzz5559/Tp8+PTo6GnfzAQCwh6QBZGHw4MH37t379ttvt2zZoq2tPXny5NmzZ9NvbZKNCRMmvHv3LiAggMvlamhovHjxYunSpYsWLZJZAAAAHQCSBpCRrl27fvXVV3IMwN/f38/PLz8/v7a21tbWVlVVVY7BAAC0R0gaoBNRUlKytraWdxQAAO0VboQEAAAAVpA0AAAAACtIGgAAAIAVJA0AAADACpIGAAAAYAVJAwAAALCCpAEAAABYQdIAAAAArChc0kBR1Js3b0pLSymKkncsAAAA8D+KkjTk5eV99tlnNjY2Ghoaurq6hoaG6urqVlZWsbGxf/75p7yjAwAAAMV4jXRWVpaXl5eWlta4cePs7e0NDAwoiiovL3/8+PHhw4d37Nhx8eJFV1dXeYcJAADQqSlE0rBkyRIXF5fTp09raWlJfLVhw4bAwMCYmJhffvlFLrEBAAAATSEuT9y6dWv69OkNMwZCiJqaWlhY2M2bN2UfFQAAAIhTiKTB1tY2IyND2p2PFy9etLW1lXFIAAAAIEEhLk/ExMQEBgYWFRUFBQXZ29vr6+tzOJyysrLs7OykpKTU1NTDhw/LO0YAAIDOTiGShoCAAE1NzYSEhLlz50p8NWLEiFOnTvn4+MglMAAAABBRiKSBEOLj4+Pj41NSUvL8+fOXL18SQoyMjMzMzAwNDeUdGgAAABCiOEkDzdDQsGGWUFVVVV9fr6enJ5eQAAAAgKZYSUOjJk6c+Msvv7B5QWRFRUV6erpQKGz0W4FAIBAI2jo6AACAzqIdJA1jx461sLBgM+eff/7JcMskh8PR1NRss7AAAAA6mXaQNERFRbGc09XV9ciRI9K+HTx4sI2NTRsFBQAA0OkoxHsaxGHAKgAAAMWkKEkDBqwCAABQcApxeQIDVgEAACg+hUgaMGAVAACA4lOIyxMYsAoAAEDxKUTSgAGrAAAAFJ9CXJ7AgFUAAACKTyGSBgxYBQAAoPgUImkgshqwKjk5+e7du21YYWd29erV6upqdXV1eQcCzVZeXq6iotLoXUSg4KqqqgQCga6urrwDgWarqanR0dEZNGhQ66sqKSlpfSUtoyhJA63RAavaSmhoaFZWVmlp6Xuqv7NJS0tTUVHR0dGRdyDQbC9fvlRVVTUwMJB3INBsJSUlAoHAyMhI3oFAs1VUVBBCVFVVW1/V5MmTWY6u0OY4ePEitExgYODkyZOnTJki70Cg2RYtWmRubr5w4UJ5BwLNtn79+tevX69bt07egUCzJSYmnj17dv/+/fIOpFUU4ukJAAAAUHxIGgAAAIAVJA0AAADACpIGAAAAYAVJAwAAALCCpAEAAABYQdIAAAAArCBpgBZSUVFpk7eUgOyh7dovVVVVFRXFeikfsNQx2g4vd4IWqqio4PF4HeAY6ISqqqpUVVXV1NTkHQg0W21trUAg4PF48g4Emq2uro5+k7S8A2kVJA0AAADACi5PAAAAACtIGgAAAIAVJA0AAADACpIGAAAAYAVJAwAAALCCpAEAAABYQdIAAAAArCBpAAAAAFaQNAAAAAArSBoAAACAFQwcAG2mtra2qKhIvERLS6tLly7yigegY8MRB7KHMw3AyrFjxwYNGqSnp+fp6Xnjxo1G50lNTe31b5999pmM4wRxbFqN/WwgSzji2ruYmJjo6GiGGdrpcYekAZp25syZwMBAKyur+Pj4uro6Ly+vvLy8hrPl5+ebmJicEDN//nzZRws0lq3GcjaQJRxx7V1eXt5PP/3EMEM7Pu4ogKaMGDFi5MiRQqGQoqg3b9507949Nja24WwRERGenp4yjw4ax7LVWM4GsoQjrv369ddfhw4dqqKiQgiJioqSNlv7Pe5wpgGaUFJSkpGRERQUxOFwCCHa2trjx48/fvx4wznz8/MtLS0JIfX19bKOEv6NZauxb1yQGRxx7ZqBgYGvr++aNWsMDAykzdOujzskDdCE58+fE0IcHBxEJfb29gUFBRRFScyZn5+fk5Nja2vL5XItLS3j4+MFAoFMY4V/sGw19o0LMoMjrl1zdHSMjo6Ojo7W19eXNk+7Pu7w9AQ04eXLl4QQ8QPAwMCAz+dXVlbq6OiICgUCwdPA6DtaAAAaHUlEQVSnT0tKSlatWtWrV68zZ87ExMTU1NR88cUXcgi602PZaixnA1nCEdfhtevjDkkDSBIKhUKhkJ6mz56JTxBC6HS4rq5OfKn6+vqff/7Zzc3NysqKEOLj48Pn87/55pulS5cqKyvLKHT4tyZbrVmzgSzhiOvw2ulxh8sTIOnixYuq/4iNjTUyMiKElJWViWYoLy/ncrkSV+zU1NSCgoLo3y/auHHj3r59m5+fL7PIQYRlq7GcDWQJR1yH166POyQNIGngwIF//GPRokVmZmaEkMePH4tmyMnJMTMzE0+TCSEFBQVpaWmiUxSEECUlJUKI4p9t65BYthrL2UCWcMR1eO36uEPSAJK0tbX7/cPU1NTQ0HD48OGiO3v5fP6ZM2cmT54ssVRpaenYsWNTU1NFJSkpKebm5nRODTLGstVYzgayhCOuw2vfx528nvWEduT06dMcDmfx4sWnT5+eOHGirq5uXl4e/VV8fLynp2dlZaVQKBwzZoyBgcH69esPHDgwe/ZsQsixY8fkG3lnxqbVmGcDecER1wFYWVlJvKehYxx3SBqAlcOHD3/wwQc6OjojRoy4ceOGqDw0NJQQUlZWRlFUWVlZRESEiYkJj8cbPHhwamqq/OIFimLXagyzgRzhiGvvGiYNHeO441Dt4cFQAAAAkDvc0wAAAACsIGkAAAAAVpA0AAAAACtIGgAAAIAVJA0AAADACpIGAAAAYAVJAwAAALCCpAEAAABYQdIAAAAArCBpAAAAAFaQNAAAAAArSBoAAACAFSQNAAAAwAqSBgAAAGAFSQMAAACwgqQBAAAAWEHSAAAAAKwgaQAAAABWkDQAAAAAK0gaAAAAgBUkDQAAAMAKkgYAAABgBUkDAAAAsIKkAQAAAFhB0gAAAACsIGkA6DgWLlzIaUx6enpVVRWHw5k1axY9Z1JS0qFDhxpOs7d9+/YuXbq0SdjGxsZbt25tk6oA4L1SkXcAANCWeDxewz/A9vb2ysrKnp6e9vb2dElSUlJVVVVQUJDENAAAAyQNAB2Kurq66HSChPT0dNnGAgAdDS5PAHQWFhYW8fHxhJBBgwYlJiYmJydzOBw7OzvRdHl5OUVRu3bt6t+/P4/Hc3JyEr9sUVlZGR4ebmZmZmZmFhkZ+e7du4ar8PPzc3FxEX0UCoWmpqbh4eGEkDdv3kRERJiamqqpqVlaWq5atUooFDasQUtLa8+ePaKPYWFhY8aMoacZYrtz586YMWP09fUNDQ39/PwKCgpaua8AoFFIGgA6FKFQWPxvb9++lZjn6NGjEyZM8PT0zM3NTUtLE01ra2tv3Lhx7ty5Q4YM2bVrl7Ozc3BwcGJiIiGEoqgJEyYkJiZ+/PHHX3311a1bt1asWNFw7f7+/rdv33727Bn9MTMz88WLF9OmTSOELF68+PDhw2FhYbt37x4zZkxcXFxzb6SQFtvbt29Hjx5dXl6+du3apUuXXrlyJTQ0tAW7DgCaRgFAR7FgwYKGx/jKlSvpb83NzdevX09Ph4SE+Pr6SkxXVlbq6urGxsaKKgwMDLS2tqYoKiMjgxBy7NgxurympqZHjx6GhoYSAVRUVHC53M2bN9Mfo6KievToIRAIKIqaOHHijz/+KJqzb9++MTEx9HS3bt22bNlCT/N4vN27d4tmCw0NHT16NHNsWVlZhJDffvuNLt+/f/+cOXOEQmHz9x8ANAFnGgA6FG1t7Qv/NmPGDJbLPnz4sKKiYvr06aKSqVOn5ufn19XV3bhxQ1tbe9KkSXS5urr6lClTGtago6MzevTo5ORkQghFUcePHw8JCVFSUiKEnDhxIiwsjBBSWFh44MCBnJycRi9PtCC2nj17ampqLlq0KDk5ubKyMiQkZNeuXRwOh33lAMASboQE6FC4XK6Xl1fLlqVvBXB0dJQof/HiRVFRkYmJCf3nn2ZqatpoJf7+/qGhoeXl5U+ePHn69GlISAhdfvfu3c8///zWrVsCgWDAgAF6enpsQqIoqsnYzM3Nz58/v3z5cj8/Pw6H4+vru2TJkoEDB7KpHwCaBUkDAPyXsbExIeTcuXNGRkbi5V27djU1NX3x4oVQKBTlDYWFhY1WMn78eA6Hk5qa+vDhQ2dnZ/rP/Js3bwYPHhwUFJSWlubk5MThcAYMGMAmpKKioiZjI4S4u7tnZGSUlZVdunRpy5Yt7u7u2dnZ1tbWzdp8AGgSLk8AwH/Z29traGg8f/683z8yMzM3b96soaHh5uZWWVl54sQJek4+n3/kyJFGK9HX1/fy8kpOTqavTdCFmZmZb9++jYuLc3Z25nA4xcXFDx8+bHRxZWXlV69e0dNlZWVXrlxpMrbjx4/b2NiUlpbq6+tPmjRp586dAoEgJyenLXcNABBCcKYBoHNSV1fPysq6ePHisGHDxKejo6MjIyOfPXvm4OCQlZWVkJCwatUqDofj7u7u6ek5Y8aMR48e9ezZ88cffxS/VCHB398/IiKirq4uODiYLrG2tlZWVo6MjPT39y8rK/vuu+9UVVUvXbp0584dZ2dn8WVdXV0TEhLMzMw0NTXXrl1rbm5Ol+vr60uLzdnZ+a+//poyZUpwcLBAIDh48KCenh7LMxkA0DzyvhMTANrMggULGj7RICL+9MSVK1esrKy0tLTKy8vFp4VC4aZNmxwdHTU0NOzs7DZt2iR6DKGysnLu3LlmZmbdu3ePiIg4c+aMtHUVFxcrKyuPGDFCvDAxMdHa2prH4w0ZMiQ1NfXcuXPdu3en4xF/eiInJ2fEiBH0mxh27ty5evVq+ukJiqIYYjt16pSrq6umpqaBgcGoUaOysrJavhMBQDoO9c99RgAAAAAMcE8DAAAAsIKkAQAAAFhB0gAAAACsIGkAAAAAVpA0AAAAACtIGtrSu3fv1q5dKz6wb8fQUbcLAACaBUmDJGNj461bt7ZgwaVLl+7atcvJyenjjz++fv26qHzhwoWcxixfvrzFQVZVVXE4nFmzZtEfk5KSmjvKMB3w999/L+3bR48eubu700MKcbnchtvVAu9jVzCjKOro0aPDhw/X09PT09MbOHDg/v37xcdJEjW3xC6FJkVHR4s3Io/HGzBgAD1UVZPEjzKWR5yok3eYlmrZYQuExS9Ji3/GadKahk3fa5MfZ0WGN0K2jZycnMOHDz98+FBNTS0xMXH+/PnXr19XVVWlv+XxeA17sJOTU4tXp6ys7OnpaW9vT39MSkqqqqoKCgpqQcDSZujTp0+PHj327t07e/ZsQsjYsWMbblcLtPmuYPbpp59u3bp11KhRy5Yt43K5Fy5cmD59enZ29ldffSUxp8QuBTY0NDS2bdtGTxcXF+/Zs2fixIm//PLLyJEj23xdok7eYVqqBYctiLzXXxJpTcOm77X+x1nBIWloGxs2bAgJCVFTUyOETJ48efLkyeLfqqurt+0/RhoaGunp6a2pQTxgaebNm/fxxx/PmjWLHmW44Xa1QJvvCgaXLl3aunXrmjVrYmNj6U1YsGBBdHT0119/PWPGjN69e4vP3Ppd2glxuVzx1gwLC7OystqyZcv7SBpE0FJAZPtLIsKm73X4/onLE0ysra337NmzaNEiU1NTKyur7du3v3z50tfXV19f38LCQjRgT2VlZWJiYmBgYMvWUlNT8+mnn5qbm5uams6bN+/UqVNdunShv9LS0hK/kyAsLGzMmDH0tIWFRXx8PCFk0KBBiYmJycnJHA5n3rx5pqamord8vnv3Tk9Pb82aNRJrFA84NjZW2iIeHh6VlZUZGRkt264WsLCw2L9/f3x8vL29va6u7pQpU0pLSwkhfn5+Li4uotmEQqGpqWl4eDhzbStXrnR0dFyyZAmdMdA+++yzXr16Xbp0qdG107uUsG56Bm/evImIiDA1NVVTU7O0tFy1ahV9WYRhWyiK2rVrV//+/emXKIuf1bSwsDh48OCKFSsMDQ3z8vKkVU4IeffuXVRUlLm5ubm5+fLly7dt2yYaTpqh/jahp6fn4uKSm5tLfxQIBF999ZW9vb22tjbLKxfSOrx4Jy8vLxdvKYa1SOtOzOrr61esWGFra6utrf3hhx/+/vvvTa6I+ThtNAaJLWLf9Cx7JkOFDJ3nzp07Y8aM0dfXNzQ09PPzo4cjb3IDxcNjWK+0yt83hpAabeuGnU18A8X7nrSu0uiPc3l5uWy2972T1/urFZb4a/CtrKx69OixYMGCc+fO+fr6EkJ69uy5evXqtLQ0Nzc3Ho9XW1tLUdSpU6e6desmeg2+hAULFujr679ugM/n0zOMGzdOQ0Pjyy+/3L1795AhQ4yMjESv9OfxeLt37xZVFRoaKnoPv2gcgb/++mvChAmenp65ubm//vorIeTmzZv0PGfPniWE5ObmSoQkHjA9iqC0RYKDgxcuXNjkTsvJybG1tfXw8Lhz5w5d8sMPP5SVlTV3V5ibm7u7u0+YMOHMmTNbtmzhcrmffPIJRVGJiYmEkKdPn9KzXb16lRDy66+/MoTE5/OVlJS++eYb5sjFm1t8aAaWTc8gNDRUX19/xYoViYmJERERhJDExETmbUlISOBwOJGRkQcPHpw2bRohZP/+/aLYRo4caWVl9emnn5aUlEirnKKo4OBgHR2d+Pj4vXv39u/f39zc3MHBgf6Kof5Gbdu27e+//5b2bVRUlK6urnhJfX29paWlaMiJ+fPnq6ioLFu27NChQ/TIVUlJSQ13u/i0tA4v3snr6+vFW4phLdK6E7PQ0FAtLa1169YdOnRo2LBh+vr6hYWFzCtiPk4bjUFii9g3PcueyVChtM5TXV3drVu3gQMH7tixIz4+vmvXrt7e3mw2UDw8aetlqLxRzH2vyV8S8U7FvCsatnXDzia+geJ9T1pXafTHub6+nmF72xEkDZIkkgbRsXH//n1CyIIFC+iPx48fJ4Tk5ORQFBUVFeXj4yOtwgULFjSarp09e5aiqMzMTELIkSNH6JlramrMzMyalTRQFBUSEuLr60tRVH19fdeuXVetWkWXh4WFubq6NgxJPGDmRRISElxcXJrcafPmzVu2bNm3336rr6+fkJBQUFBgampaXV3drF1Bb5SdnZ3o6Jo5c+aAAQMoiqqoqOByuZs3bxbF36NHD4FAwBDS48ePxXesNAxJA5umZzBx4sQff/xR9LFv374xMTEM21JZWamrqxsbGytaJDAw0NraWhSbhYWFaJdKq/zBgweEkOPHj9Pl5eXlOjo6dNLAXH+jzM3Nr127Ju3bqKgobW3twn/cv3+fPl9Cb1pBQYGKisqGDRvomYVC4UcffeTs7Ex/bG7SQIl1ckqspZjXIq07McjNzVVSUjpw4AD9sby8XENDY9euXcwrYj5OpcUg2qJmNT2bnslcobTOk5WVRQj57bff6PL9+/fPmTOH/teCeQNF4TGsl6HyRjH3vSZ/SUSdiiEkaW1NNehs4vtf1PcYFm/0x7nDwD0NTRgyZAg9YWtrK/6RviIuEAgIIdnZ2ZaWlgyVaGtrJyUlSRT269ePEHLt2jVtbW3RvQLq6upTpkzZu3dvy6JVVlYeN27c6dOnV6xYIRAIkpOTFy9e3HA28YCZF+nVq1d2djZFUeJn+Bvi8Xjz58/v3r378OHD582bFxUVNW/ePE1NzYZzMuwK2vjx45WVlelpY2Nj+mdRR0dn9OjRycnJ//nPfyiKOn78eEhICMPQzISQ2tpaQgjzTRvM2DQ9gxMnTtAThYWFGRkZOTk5o0aNYtiWhw8fVlRUTJ8+XVTD1KlTjx49WldXR9956ufnJ9ql0iq/du0al8ul/wElhOjq6o4ePZq+3bXJ+lugsrKye/fu4iWzZ8+m/3m9e/dufX29aGhsDocTGBg4a9YsPp/fmkaR0ORaGu1ODDIzMymKEh2Purq6ubm5mpqa165da/HmNBlDs5qesOiZzBVK6zw9e/bU1NRctGjR0qVLR44cGRISEhISwrxpNFF4DOttceXSNPlLQmMISVpbM2ygOPaLdzBIGprA5XIZPtJevXrVv39/5kq8vLwa/aqgoMDExET875+ZmZm0eigWQ5L6+vru3r27sLAwJyfn9evXAQEBTQbMsIihoWFNTU1VVZW2tjbDShMSEugJJyena9euvX79WnRbhgSGXUHr2rVro+X+/v6hoaHl5eVPnjx5+vRpk784VlZWhJA///yz4Vd79uzhcDgzZ85kroFN0zO4e/fu559/fuvWLYFAMGDAAD09PdFXjW4LfYlXdP+ByIsXL8zNzQkhRkZGTVZeUFDQtWtX0Z8oQoiJiQmdNDRZfwtoamrS/90SQpSVlfv06SPqvS9evOBwOOIxd+/enaKooqIi9qtrssM3uRZp3UmagoICAwMD8bY2NTVlsyKGsJuMoVlNT1j0TOYKpXUeIyOj8+fPL1++3M/Pj8Ph+Pr6LlmyZODAgQ0DlthAUXjM62VZOUtN/pI0GZK0tm5IYv+Lama5eAeDpKENMP8XzszIyOjFixdCoVCUNxQWFkqbuaioqMkKvby81NXVU1NT79y5079/f/pvJ3PAbBZplub+UjPEJjJ+/HgOh5Oamvrw4UNnZ+eGvwISeDxenz59jhw5Qj/SLSrn8/mRkZGzZs1qMmlojTdv3gwePDgoKCgtLc3JyYnD4QwYMED0baPbYmxsTAg5d+6cxC+UaGeKUgGGyrt3715cXCzenV69ekVPNFm/iLm5+cuXLwkhfD7fw8ODrur8+fMeHh4Sc6qqqopuiJNA/0199eoVvV5CCF1no7+/0jTZ4ZtcS3OPTWNj4/Ly8vr6ehWV//42PnnyhMvlNmtzJMJuMgb2Tc9+K6RVyNwz3d3dMzIyysrKLl26tGXLFnd39+zsbGtra+YNFD+PwrAhbCpn3/davyuktXXDv/2N7n/2i3cweHqiDRgZGZWVlbVsWRcXl8rKStEJQz6ff/ToUdG3ysrKoh/9srIy+qZFZjwez9vb+9SpUydOnGj0NEPDgBkWKSkp0dDQ0NLSau52tTl9fX0vL6/k5GT6fD6bReLi4q5fv75x40bxf4zWrVtXXV0tOoH/nmRmZr59+zYuLs7Z2ZnD4RQXF4u/EqPRbbG3t9fQ0Hj+/Hm/f2RmZm7evFlDQ4N95W5ubnw+PyUlhf5YVVV17ty55tafnp5++/bt27dvm5iY/Pzzz/T0Bx980Kw94OzsrKysLLpTnaKogwcPOjo6NlyduOZ2+JathUH//v0FAsHJkyfpj7W1tQMHDkxMTGReUQuOU3Hsm6b1FTJ0nuPHj9vY2JSWlurr60+aNGnnzp0CgSAnJ4f9BjKsl6FycW3S91iGJK2tWdbcysXbL5xpaAN2dnaPHj1imKG2trbhO5gNDAwmTJjg5eU1cODAGTNmPHr0qGfPnj/++OObN29E/5q4uromJCSYmZlpamquXbtW2nlddXX1rKysixcvDhs2TFVVdcKECeHh4RRFSUsaGgYsbZEnT57Y2dm15lSKBIZd0eSy/v7+ERERdXV1okvLzAICAi5cuBAVFZWWlubp6ampqXnp0qWkpKSZM2d6e3u3IHj2rK2tlZWVIyMj/f39y8rKvvvuO1VV1UuXLt25c8fZ2bnRbdHX14+Ojo6MjHz27JmDg0NWVlZCQsKqVasa7nyGyl1dXX19fWfOnLlixQojI6OtW7caGxvTNbCv38bGhp5QVVW1sLCws7NrwR4wMzObN2/ekiVLSktLHRwckpOTU1NTG16ElsDQ4cU7eSvXwqBv375TpkyZM2fO06dPLSwsdu/ezefzg4KCmFfE8jiVIL5FLJuGJYa2Zu6Zf/3115QpU4KDgwUCwcGDB/X09OjzECw3kGG9DJWLY9/3WP6SMIQkra2JlM4mgWFxcRI/zqLyhISEs2fPnjx5UktLS9q0tFXLmSzvumwXJJ6eWLNmDT1dV1dHCDlx4gT98d69e4SQR48eURSVkpJiZGTE8Mhlo3tedOt1aWnp9OnTjY2NTU1NIyMjN2/eLHp6IicnZ8SIEfTjxTt37ly9enWjT09cuXLFyspKS0uLfuC7qKiIw+F88MEH0raxYcDSFgkODl60aBHLXdekJneF+EZRFBUbG9u/f3/Rx+LiYmVlZdETfSwdPHjQx8ene/fuurq6bm5uP/zwg/izTwxPT7BpegaJiYnW1tY8Hm/IkCGpqannzp3r3r27qP5Gt0UoFG7atIn+/9XOzm7Tpk2iNpLYMwyVV1dXz5s3r1u3br179/7222/j4+M9PDyarL9RTT49IfHIpYS6urpVq1bZ2dnxeDw3N7eTJ0+KvpL29ARDhxfv5OJ7g2EtzN1Jmtra2qioKEtLSy0trQ8//JC+3415RSyPU4kYxLeIfdOz7JkMFTJ0nlOnTrm6umpqahoYGIwaNSorK6u5G8iwXmmVN6plT080+ngOQ0jS2lpaZ5PYXmmLM/w4i4SGhhJC6OfSpU0rJg7F4t46YFZVVdW9e/dr1641eaGdje3bty9fvry4uLjFNdTX13fp0mXp0qVLlixpdIaGATe6iEAg6NGjR2Ji4ogRI1ocDMhSfX19bW2tpqam6J6GqKiov/76S/yaFwBAi+GehjagpaU1bdq0w4cPyzuQ/zp//nxFRYW0axOksYAbXeTy5cs6OjrDhw9/f6FC23r69Km2tvbly5fpj0KhMCUlhb4gAgDQejjT0DZycnLGjh1LD1jVyqpac6ahtLR0//7927Ztc3BwED0L1yhRwNXV1dIWCQ4OHj16tMIOJ5iSkvL5559L+3b37t1ubm4dde3SUBTl4eFRWloaHx+vqan5/fffnzhx4smTJyYmJrIPRjEpZsMBtBdIGtrMsmXLzMzM6DfbtEZrkoaCggIXFxdnZ+e9e/cyvO+BRgc8bty4RhfJzs4ODQ29fPky8zuUQNEUFRVFR0efP3/+3bt3jo6OCQkJrXkaHgBAHJIGAAAAYAX/RAIAAAAr/w/QWPqyVKOrvAAAAABJRU5ErkJggg==" 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QWmT4e9eyEuDiIiuI0fP4KSEhgawoIFcPw4fP5MaohtD3Nz07DejFAbUFWFZctgwgTu7tGjoKgI06dDaCjOpUE/TVcX8vLgn39AXx8uX4bTp7ntOTlw//4vsHoo5uamYb0Zoba3aBEkJICNDRw+DCoquGQ3+mlCQmBqCkuXwpkzsGwZt/H9e1i5EmRloX9/+L//A/5PJqQ4zM1Nw3ozQu1CXh7c3eHKFcjOBt6vv0uWwJ49kJZGamSow7K2huhoyM0FPz9QUam7JXPhAvj7t02XmsOB/v3h3bvWnqdRmJubhvXmdhUYGKilpcVisaZPn15SUkJ2OIgM9WdCjx8PL16AmRmYmMD+/eTFhDoycXGwsoLVq8HIiNuiogJpadwutYUFpKa28Mw3b4KLC0RHt1Wk/GBubhrWm9tEbW3t+/fvo6Oji4qKeI1RUVFbt249fPhwbGyslJTU2rVrSYwQUcLw4RAUBFlZsHs3yMpyG4uK4MYNqKggNTLUkfXrB7t3Q3Q05OXBnj3AuxU6ezaMGQObN8OVK1BQ0PR5XrwACQmQkGjXYAFzc3Ngvbn1rly50rNnz3Hjxi1btkxDQ2P16tUVFRUAcOfOnQkTJtja2mpoaGzcuPHMmTNkR4qogcEAa2uYNIm7+/kzeHuDoiJMnAhHj0K9X+8Q+jliYmBuXjdJ2t8f3N2hogL+/BNMTaG6mtuemAhVVT84fNUq2LsXWKz2DhNzc9Ow3txKDx8+dHFxCQoKSkhIePz48YcPHxITExcvXgwAPXv2jIqKSkxMLCkpCQoKysvLK8Uhu+h7urpw7x58/Aj29vDff3D1Kre9qgpXH0OtIisL9vbg4wO3bkFSUl3OnjcPWKzy+PiUlBRS4sLc3DSsN7eSr6/v1q1bBw0aROzKysqeOHHiwoUL2dnZU6ZMsba21tPTU1JSKigoAIDyjj/5AbUXWVmYNQtCQur609u2gYoKuLhAaCg+ZgO1pTt34MuXLDq9kqRZ+Jibm4b15lZ69eqVtbV1/RZJScm+ffu+fv2aTqcHBgaWlpbm5uauWLFCSEgInymCfoK3N9y7B337QlAQaGlBdjbZAaFfiIREDZ1OI5aeFTjMzU3DenMriYuLfz8Au7i4WFxcPC4uztPTU0RERFRU9P79+0ZGRnQ6/kyin6GjA4sXw+XLkJ9f9/CikSPBxQVCQpo1ugch6sF/B5uG9eZWGjZs2PHjx+u3vHnzJjk52dTUVFVVde/evWFhYUlJSd7e3u7u7mQFiX4pgYFgYgInToCmJkydSnY0CP00fCxM0/D5za30+++/DxgwoLy83M3NrWvXrrdu3dqwYcNff/0lJiYmJiZ27NixpUuXAoCLiwvmZtQ2NDVh0SJYtAiqqiAri9uYlgZr1sCQITBsGOjokBof6uA+fWrvK2C/uWlYb24lOTm558+fy8jIuLq6DhkyJCIiIjw83NnZmXjV0dHx06dPnz598vb2Jqu0g35ZIiKgocHdVlKCcePg4UOwtgYdHQgOJjUyhBqD/eamYb259aSlpbdv3759+3ayA0GdmLAwODsD8Uvh69cgJcVtv3oVbt2CYcPAygrExUkMECEe7Dc3DevNCP1qevcGTU3udq9eIC4OmzeDvDwMHdre6yQj1BzYb24a1psR+pWpq8OmTbBpE5SUwIMHoKDAbd+3D8rLwcYG+vQBBoPUEFGng/3mpmG9GaFOQUoK7OzqlmM0NISUFJg9G+TkYOJEIGkNCtQ5Yb+5aVhvRqgzsrYGYs2cz5/hxQsQEeG2z58PenoweDAYG2N/GrUT7Dc3DevNCHVq8vJgZwe8SQRjxsDHjzBzJsjKwrJlpEaGflnYb24a1psRQnXGj4fx4wEAvnyBz5+5jcnJsHQp9OsH1tZgYSGAZwiiXxv2m5uG9WaE0A/IyYGBAXdbXR08PKC8HDZsAAUF8PUlNTLU4WG/uWlYb0YINYHBgNGjYfRoAIDycqip4bafPQsbN4KVFVhawsCB0L07iTGiDgT7zU3DejNC6CeIiwOTyd2eOBGCg8HQEK5cgeHDITKS215cjAO/USOo22+urq6uqKhg8n7EyYP1ZoRQC9Hp0KcP9OkDS5Z80/7XX+DrC336wIABYGUFY8fikG9UH1X6zZcvX3Z2dnZycjpz5gyHw/ntt9+kpKSkpaW1tLT++ecfDodDYmxYb0YItbGNGyEnB7ZsARkZ+OefuidP37wJMTFQXU1qcIh8lOg3nz59evr06d27d1dTU5s7d+69e/eCgoJWrFihra19+/btuXPnSklJOTk5kRUe1psRQm1PUhKGDIEhQ75pfPwYQkIgKQn69IHBg2HLFsAHwHRKlMjNO3bsIHrMDAYjODjY2dl5+/bta9euBQA3NzdRUVFfX18SczPWmxFCArJuHaxbB8XF8PQpvH/PTcxsNri7Q/fuYGEBZmZ1T+lAvy5K5Ob37997enoyGAwAGDZsGABYWlryXh0+fPjZs2ebc567d+/OnTuX36tlZWUFBQUtCA/rzQghgWIyv+lS0+kwdizcvQvr10NcHIwZA2fOkBofaneUyM1ycnLp6enEdteuXbdv366rq8t7NSsrS0ZGpjnnsbS0vH79Or9XjYyMWLyVcn8GUW+2sLBowbEIIdQGJkyACRMAAKqrobCQ25iWBoaG0Ls39OsHZmYwbBgoKpIYI2pDlMjN9vb227Ztk5KSsrGx0dPTI+5mA0BNTc29e/f+/PPPUaNGNec8DAZDW1ub36u0lpZtsN6MEKIKYWGQleVuq6tDRgY8fw4xMRARAenp4OkJAJCVBQ8egJlZ3XMwUUdDidy8bdu2/Px8Dw+PwYMH3759m9fep0+fN2/eDBw48I8//iAvOqw3I4SoSkoKBg2CQYO+aSwogFOnYPlyqKgAU1NYuxZsbMgJD7UUJXIzk8k8efLk3r17P/MWpwUAgPXr16urq/fv359OJ3OuF9abEUIdib4+nD8PAJCdDU+fAq9rcfw4nDoFJiZgagomJsD/LiMiXRM5jzex+MOHD5cvX87NzW2/UGRkZHr06FG/ZerUqQMHDiQ3MQPOb0YIdVCKijB2LPD+XXVwgCVLQFwcTpyAIUPgzh1ue2IivHsHbDZZYaLv8e03p6enu7i4qKmpHTlyJDo62tLSsra2lsViXb9+3dTUVJAhkg7rzQihXwGTCWPHwtixDdsjIyEgAHJywMgITExg82Zo0bBZ1Ib4dkmXLl0aGxs7dOhQANixY8egQYMSExONjIzWr18vwPAoAevNCKFf2dKl8PEjfPoEPj6gp1e3eujy5TBnDuzaBVFR0KIJqKjF+ObmO3fueHp6Ojs7FxcXh4eHL1myRFtbe9q0aTExMYKMjwo4HE5+fj7ZUSCEUHvq0gUGD4ZFi0BamtuycCFYWcHHj+DlBSYmUFXFbX/8GBITgdSllH95fO9ps9lsSUlJALh58yaNRrOxsQEABoNRUVEhsOAoAuc3I4Q6o+7df/xQy8BAuH0bCgrA0BBsbGDrVoFH9uvjm5vNzc2DgoJ69+7t4+MzePBgFouVn58fHBysp6cnyPioAOvNCCFU559/AAAKCiAuru5ed3k5DBgAOjpgaAiGhjBgAGApsBX45mZfX187OztLS0sJCYlr164BgLm5eXp6elhYmADDowSsNyOEUEMs1jfTpsXFISwMnj+Hly/hxAm4fh0CAwEAiorgxAno1QuMjOpWTUFN4ZubjY2Nk5KS4uPjNTQ05OTkAGDHjh3Gxsb1V9PsJHB+M0IINU1HB3R0YNKkbxprayEhAUJC4NUrEBGBZcu4i5dxOFBRAeLipERKfY2tPSIhIWFmZsbbnThxYvvHQ0VYb0YIoRZisSAggLudkQG89Sqio8HWFhQUoHdvMDCAadPAyIisGCmoYW7eu3dvk8csXry4fYKhKKw3I4RQG1BRqdvu3x+KiiA5GV69gjdvICuLm5uvXYODB0FfHwwMuH+SvfwUKRrm5q3NGHHX2XIz1psRQqjtMRigqwu6uuDgUNdoYQGFhfDmDYSGwtu3sHEj9yb5y5fw9i3o6YGeHoiKkhWywDTMzdnZ2aTEQWVYb0YIIQHp0gUmTWpYtAaA3FwIC4P4eEhKAjU1OH4ciDpjUREwGCApKfhI29XP3SuIi4vz8/Nrp1AoC9fTRgghkg0dCiEh8Po1FBbCxYtgbMxt370b5OVBUxNGjoQVK6A9H/ogSI2tPXL69Om4uDh2vQXQb9++nZWVtWrVKoHERhVYb0YIIaoQFoaePet2N2yAdesgNRXevYOEBKDRuO0LF8KrV9CrF/TsCb17w/DhbVO3fvYM3NwgORns7eHAgYZ310eMgLt3udvDh8OlSy2+Dt/c7O3tvXnzZkNDw/fv38vIyKirq8fHx4uIiJw5c6bFF+ugsN6MEELURaeDlhZoacGoUXWNf/wBL15wE/bdu2BmBt26AQBs3QoVFdy6dY8edQuUNkdNDYwfD1u2wMiRMHs2+PiAt/c3b0hIgP/+AyUlAGjlbXa+v0ccO3bMw8Pj5cuXQUFB/fr1e/LkSXJysqysLLvzPUcM19NGCKEORloaBg+G+fPhr78gPJybmAHA0hJEReHyZViwAIyNobqa2x4SApGR8PEj1NTwPeedO9ClC8ybB8rKsH49nD79zavV1ZCTA9bW3MTfurutfHNzZmamtbU1AAwZMuTJkyccDkdOTm7RokXNGcj9i8F6M0II/SKGDIENGyA4GJ4+heRkEBbmtr99C3v2wIgRwGSCtTXRxmaza2tr645NTARDQ+52796QnPzNQ6/T0kBcHBwdQUcHpk2DT59aEybf3NytW7eEhAQAUFJSotFor169AgAWixUbG9ua63VEWG9GCKFf3MaNcOUKJCXB168QEkK0cTicbx7vVFAATCZ3W1oaamqgpKTu1exsUFSE+fMhMhJERGDy5NaEwzc3jx8/PiAg4PDhwwBgamq6e/fu9PT00NDQTlh5xXozQgh1FqKi3IIxAIPBkKxfNmaxoLiYu11cDAwGSEnVvWppCW/fwpgxoKcH+/ZBdDR8+dLiKPjmZl9fX0dHx8jISADw8fE5c+aMurr65cuXvRuUvjsBrDcjhBACbW14+5a7/e4daGp+M/Y7Ohpu3+Zui4gAg1F3w/zn8R2nLS0tTXSaAcDY2DgzM/PJkye6urpaWlotvlgHhetpI4QQAhsbyMuD8HAYMQL8/WHGDG57aCgMGADl5eDgAJcugaEhbN8OVlYgI9PiSzV3vleXLl2GDx/eCRMzYL0ZIYQQAAgJwYUL4OUFamogLc19oBYAzJkDL16AjQ1s2ACTJ4OaGrx7BydPtupS/F4YOXIkv5euXLnSmkt2OFhvRgghBADQrx/ExTVs5I0IW7ECVqxok+vwzc2qqqq8bQ6Hk52dff/+fQ0NjcmtG3vWEeF62gghhASJb27mFZt5CgoKRo0a1Ql7kFhvRgghJEg/sb4oi8X67bffAnhPye40sN6MEEJIkH5u7e/S0tKPHz+2UyiUhfVmhBBCgsT3nvY///zToOXz589+fn6d8NYu1psRQggJEt/cvHjx4gYtDAbDxMTkwIED7RwS5WC9GSGEkCDxzc0l9ZcJ7dyw3owQQkiQ2uJZ0786rDcjhBASpIb9ZllZ2SaPyc3NbZ9gKArrzQghhASpYW7mPZ65qqrKy8tLWlp68uTJKioqWVlZISEhdDp979697RRKTU1Nenq6goKChIRE/fbS0tLi4mJFRcV2um6TsN6MEEW8e/fOzMyMV3F79uyZm5tbcnKyvb39gQMHREVFyQ0PobbS8J72gv9JSEgwMDB4//69n5/f8uXL//zzz4SEBGVl5YiIiDYPora2dvPmzdLS0tra2iwWa/ny5dXV1bxX9+/fr/S/J3aRAuvNCFFBbW3tvHnzeM/TrampGT9+/OLFi9+8eZORkeHj40NueAi1Ib715vDwcDc3NzExMV6LqKioq6treHh4mwfx999/b9q0yc3N7ezZswsXLtyzZ8/cuXPb/CothvVmhASjpKTE29vb1ta2f2CI0MEAACAASURBVP/+S5Ys+fTpU/1X9+zZU38t4Tt37nTp0mXevHnKysrr168/ffq0wONFqL3wzc1sNjsjI6NBY3p6OoPBaPMgDhw4sHDhwt27dzs5Oe3cufPw4cOnTp06f/58m1+oZfD5zQgJQGZmprGx8adPn9atW7d79+5u3bqZmJg8ePCAeDUxMTEwMPCPP/7gvT8xMdHQ0JDY7t27d3JyMpvNJiFuhNoB3zlUo0eP9vHx0dPTc3BwoNPpbDb73Llz27dvnzVrVpsHkZycvGHDBt7unDlzIiIiVq1aNWrUqPod9ybFx8fv3r2b36uVlZWlpaUtCA/rzQgJwLp165ydnTdv3kzsWlhY9OvXz93d/c2bN2w2283Nzd/fX1pamvf+goICJpNJbEtLS9fU1JSUlNR/A0IdF9/cvHPnzsTERCcnJyaTqaysnJmZWVxcPGzYMH9//zYPQl1dPTo6eurUqbyWXbt2GRoaLlq06PtHbjSiW7dupqam/F49duyYiIhIC8LDejNCAvDff/89ffq0fsuYMWMWLFiQkpJy7do1ZWXlMWPG1J8kwmKxiouLie3i4mIGgyElJSXQiBFqN3xzM5PJvHXr1p07d54+fZqdna2iomJubm5padkeQbi5ua1evbqsrGz06NEjRowQFxdXVVU9cODAlClTaDRa8xOqgoKCu7s7v1dXrlwpLCzcgvCw3oyQABQXF38/U7Fr165FRUW3bt26fPmyrKwsm82ura2VlZWNiIjQ1tbmTRt59+6dpqYmnY4LNqBfBN/cDAA0Gs3GxsbGxqa9g1i2bFl1dfWOHTsOHjz49u1bPT09AJg8eTKNRlu8ePHnz5/bO4DG4fxmhASgV69ejx8/Hjp0KK8lPz8/NTVVR0fn77//Li8vJ1r69u0bGxsrJyfHYDDy8vLCw8NHjBjh7+8/Y8YM8mJHqI01zM1z5szR19dfs2aNn58fv2NWrVrVxkEICa1du/a3337LzMzs1q0br33SpEn29vb37t1LSkpq2yv+FKw3IyQAK1asWLJkSXh4uK6uLgDk5+fPnTt3zpw5kpKSkpKSxHvExMRoNBpvtPaFCxdcXV1dXFzGjRvn6elJWugItTUah8P5Zp9Gs7W1vXHjhqamJr9jUlJS2jus9sBkMnfu3Onq6vqzB9bW1ubk5OBtbYTa2/79+729vXv27CkuLv78+XNnZ+cdO3a0bJgIQq0nLi5+4sQJJycnwV+6Yb+ZGFIBHTYBtwesNyPUHm7fvn369On09HQdHR03NzcjIyMPDw9nZ+fY2NiKigpjY2MFBQWyY0SIHA2HTkhJSYmLi/N2eb3qDx8+XL58ubOtpE3A+c0Itbnly5e7u7v36dNnyZIlGhoao0aNIiZASktLDxo0aMSIEZiYUWfGdyxYenq6i4uLmprakSNHoqOjLS0ta2trWSzW9evXG5mn9EvCejNCbevmzZtXrlx5/vw5Metp1KhR06dPNzExGTt2rI6ODtnRIUQ+vlMOli5dGhsbS4yZ3LFjx6BBgxITE42MjNavXy/A8CgB5zcj1LYuXLjg5uZWfzqysrLyxIkTIyMjSYwKIergm5vv3Lnj6enp7OxcXFwcHh6+ZMkSbW3tadOmxcTECDI+KsB6M0Jtq6Cg4Ptb1goKCnl5eaTEgxDVNLaeNjFv4ebNm8REZwBgMBi8h8B0HlhvRs3x4cOH3377zcHBYcmSJbxVoNEP6ejoxMXFNWiMjY3t3r274IOprKyMjY2NiYlp2Zq+CLUHvrnZ3Nw8KCjo4cOHPj4+gwcPZrFY+fn5wcHBxMIgnQpRbyY7CkRpQUFB1tbWEhISs2fP1tHRmTlz5sqVK8kOirrmzJnzzz//3Lt3j9dy5syZmJgYe3t7AUdy9OhRTU3NuXPnLlq0SEND448//sAHZiAq4DsWzNfX187OztLSUkJC4tq1awBgbm6enp4eFhYmwPAoAevNqHGfPn1au3bt48ePtbW1iRYXFxdzc/ORI0cOHz6c3NioSUtL69SpUzNnztTR0dHW1n716lVZWdmlS5d4z64QjFOnTvn6+t68eVNfXx8A0tPTp0+fXltbu27dOkGGgdD3Gq49Ul9ZWVl8fLyGhoacnBwAhIWFGRsbE0v2dEQtXnsEocYdPHjw0aNHR48erd8YEBDw9u3b/fv3kxUV9ZWVld2/fz8tLU1XV9fKykpIqLElhNuDoaHhvn37rK2teS1paWl9+/bNzs5u2dr76BdDobVH6pOQkDAzM6uurk5NTZWTk3N0dKTRaAKLjDpwPW3UuLy8PCUlpQaNysrKd+/eJSWejkJCQmLEiBFkXb22tjYhIWHgwIH1G9XV1WVkZNLT03m3QBAiRWOPbTl58mT37t3FxMQ0NTXfv3/v4uKydevWRvrZvyqsN6PGaWlpvX79ukHjq1evOu5Nps6AwWAICws3GP/F4XCKi4slJCTIigohAt/cHBwcPHPmTDMzs/PnzxMtFhYWGzduDAgIEFRsVIH1ZtS4sWPHvnjxIjQ0lNfy/PnzwMDAuXPnkhgVatKwYcOOHTtWvyUyMlJJSUlRUZGskBAi8L2n7ePjM2vWrPo/uPPnz09MTAwMDFy2bJlAYqMKnN+MGiclJRUeHj5jxoyAgIC+ffsmJyc/e/bswIEDPXv2JDs01BhfX18bG5vs7OzJkyeLiopeunTJ19f33LlzZMeFEP9+c1JS0ujRoxs0mpmZpaamtnNIlIPzmwWmoKDgxo0bly5dSk9PJzuWn2NiYhIXF7du3TodHZ158+a9fft2woQJZAeFmtCjR48XL14UFRXNmjXLwcEhPj7+0aNHVlZWZMeFEP9+c8+ePR8+fDhlypT6ja9fvyZlcQBy4XraghEQELBt2zYjIyNxcfEnT57Y29vv2rWr/pNXKE5YWNjOzs7Ozo7sQNBPUFBQ2LNnD9lRINQQ337zokWL9uzZs3bt2jdv3gDA58+fg4KC/P39XVxcBBgeJWC9WQBOnjx56NCh6Ojo69evX7x48cOHD4WFhZ2teoIQQgS+/WYXF5fCwsItW7bs2LEDAOzs7CQkJFatWrVkyRIBhkcJWG8WgN27d+/evVtTU5PYZTKZhw4dUldX9/X17dKlC6mhIYSQoPHNzYmJiXPnznV3d4+Pj09PT1dWVtbX15eRkRFkcBSB85sF4P3792ZmZvVbmEymtrZ2YmKiiYkJWVEhhBApGltPe8uWLUwm08LCwsnJaeDAgZ0zMQPObxYIaWnp759BlJubi51mhFAn1Fi9OSIioqysTJDRUBPWmwVg7Nixf//9d/2WS5cuSUlJ6ejokBUSQgiRhe89bX19fTU1NQMDA0dHR3l5eQaDwXtp1apVAomNKrDeLACbN28eNGhQZmbmrFmzxMXFr127dvjw4QsXLpAdF2oD1dXVVVVVxDNnEULNwTc3e3p6EhvfP3iqs+VmrDcLgJyc3IsXL/bs2bN79+7y8nJTU9PY2NjvF6lGHcuLFy9WrVr1+PFjGo2mpqa2adOmBtMyEUI/xDc3p6SkCDAMSsP5zYIhJia2evXq1atXkx0IahvPnz8fPXq0r6/vlStXhISEHj586O7unpOTs3TpUrJDQ4jqGnvWBSJgvRmhFti0adO2bdtmzpwpLCxMo9EsLS0vXbrk7e1dWVlJdmgIUR3m5qZhvRmhFoiOjh47dmz9Fm1tbTU1tbdv35IVEkIdBebmpuF62gi1zPePlO2ED5lFqAUwNzcN5zcj1AIDBgy4ePFi/ZaPHz9mZmbq6+uTFRJCHQXfsWCIB+vNCLWAt7f3iBEjGAyGs7OziIjIvXv3FixYsHnzZhEREbJDQ4jqGuZmWVnZJo/Jzc1tn2AoCuvNCLWAsbHxjRs3Vq9eTTyzREtLa9u2bY6OjmTHhVAH0DA3b926ldioqqry8vKSlpaePHmyiopKVlZWSEgInU7fu3evwIMkGc5vRqhlDA0Nr1y5UlNTU1NTIyYmRnY4CHUYDXPzggULiI1FixYZGBjcvHmT9zdqy5Yttra2ERERo0ePFmiMZMP5zQi1hpCQkJAQls8Q+gl8x4KFh4e7ubnV/1VXVFTU1dU1PDxcIIFRCNabEUIICRLf3MxmszMyMho0pqen119Yu5PAejNCCCFB4pubR48e7ePjExYWxmazAYDNZoeGhm7fvr2z3dAGnN+MEEJIsPgWgXbu3JmYmOjk5MRkMpWVlTMzM4uLi4cNG+bv7y/I+KgA680IIYQEiW9uZjKZt27dunPnztOnT7Ozs1VUVMzNzS0tLdsjiOY82MrPz6/J93z9+vX69ev8Xq2tra2pqfm5yAAA680IIYQEq7HBkzQazcbGxtLSMjMzU05OTlxcvJ2CoNFoR44cIeYpsVisH76nObk5JSXl7Nmz/F6trq4uKytrQXhYb0YIISRIjeXmkydPent7JyUlsdnsFy9eBAQEaGtrr1u3jkajtW0Qvr6+7u7uvXr18vT0bM3Dofv06RMSEsLvVSaTKS0t3YLT4vxmhBBCgsR3LFhwcPDMmTPNzMzOnz9PtFhYWGzcuDEgIKA94ujevTtlC7q4njZCCCFB4ttv9vHxmTVr1rFjx3gt8+fPT0xMDAwMJFbga3Pbt2+nZt8U680IIYQEiW+/OSkp6fvpUmZmZqmpqe0UyqBBg3r37t1OJ28NrDcjhBASJL65uWfPng8fPmzQ+Pr16+7du7dzSJSD85sRItfZs2enTJliZWXl6uoaGxtLdjgItTu+97QXLVrk7u4uLi4+c+ZMAPj8+XNQUJC/v//27dsFGB4l4PxmSqmtra2ursYHJ3QSbDZ7ypQpqampK1asUFVVffbs2dixY3///feFCxeSHRpC7YnDB5vN9vPz69KlC++dEhISXl5ebDab3yEUJyUldejQoRYcWFNTk5GR0ebxoJ/1+vXrkSNHSkpKSkhI9OrV699//yU7ItTugoODBw4cWFVVxWtJTU2Vk5PDv5JIAMTExM6ePUvKpfne06bRaCtXrkxPT3/8+PHZs2cfPHiQkZHh7e3d5hOoqA/rzVTw6tUrW1vbiRMn5ubmFhcXHzx4cPPmzbt27SI7LtS+IiIi3N3dhYWFeS3q6up2dnbXrl0jMSqE2hvf3JydnV1RUcFkMi0sLJycnAYOHCgjI5Ofn3/hwgVBxkcFHKw3U4C3t7eXl5erq6uYmBidTreysoqIiNi8eXNFRQXZoaF2VFRU1K1btwaNsrKyX79+JSUehASDb25WUlLq06fP69ev6ze+f//ewcGh/aOiFpzfTAWPHz8eN25c/RZNTU1tbe0GP6LoF9OjR4+nT582aIyJidHT0yMlHoQEg29uBgAajWZubl5/inPnhPObKeKH9RQOhyP4SJDAuLu779+//+7du8QuMQ6msLDQ1taW3MAQaleNrdl55MiRW7duzZs37/79+wEBAe23njbFYb2ZCiwsLC5duuTh4cFrSUtLS05OpuaceNRWevbseeLEiTlz5igpKampqb148UJZWfnixYv1K9AI/Xoay810On39+vUDBgyYNm1aTExMaGiowMKiFA6up00BGzduHD58uKio6IwZM0RERB49euTu7r5+/fpO+ytj5zFixIj4+PinT59mZGR4enoaGxuTHRFC7a6xe9oEW1vbFy9eSElJmZiYnDt3TgAxUQ3Wm6nAyMjo+vXrZ86cYbFYTCZz7ty5v//++/Lly8mOCwmCmJiYlZXVlClTMDGjTqKxfjOPiopKVFSUp6enr69vewdEQVhvpggjI6Nr165VV1dXVlZKSUmRHQ5CCLUXvrn51atX2travF1hYWE/P7+hQ4c+efJEIIFRCNabKUVYWBhrjQihJrHZ7JCQkPv379fU1FhYWMyYMaMD/dPB95527969JSQkGjSOHj1606ZN7RsR9eD8ZtThsNnssrIysqNAiDQFBQVWVlaBgYG9evXq27dvWFhYnz59MjIyyI6ruRr2m+fMmaOvr79mzRo/Pz9+x6xataqdo6IWXE8bdSAfP35ctWrVjRs3OByOsrKyp6fn3LlzO+FyfqiTW7t2ramp6Z49e4jd+fPnb9u2zcPD4+LFi+QG1kwNc/OxY8dsbW3XrFmzd+9efsd0ttyM9WbUUSQlJVlbW3t6ep4+fVpcXPzZs2ceHh4pKSmbN28mOzSEBCokJOTdu3f1W1auXKmgoFBSUtIhRqs0zM3FxcUMBgMAUlJSSAiHkrDejDqKP/74Y/HixUuXLiV2TU1NIyMje/bsuWzZsu9XvkToV1VVVVVWVqagoFC/UUxMrGvXrrm5uR0iNzesN0tJSeGE0Qaw3ow6isePH48dO7Z+i5ycnJmZ2bNnz8gKCSHBExER6dq1a1JSUv3GwsLC/Pz8Bgmbshr2m2VlZZs8Jjc3t32CoSisN6OOgsPhCGZlUw6Hk5qaymAwsNyDqGnevHkrV648ffo08az3mpqaVatWOTk5dZTOZ8PcvHXrVmKjqqrKy8tLWlp68uTJKioqWVlZISEhdDq9kTr0rwrrzaij6N+//6VLl4yMjHgtX758efbsmZmZWRte5dixY56enqKiorW1tTQazd/f38nJqQ3Pj1Drbdy40dXVVV9ff9y4ccLCwpGRkbq6usHBwWTH1VwNc/OCBQuIjUWLFhkYGNy8eZP4pQMAtmzZYmtrGxERMXr0aIHGSDasN5Ouuro6IiLi3bt38vLydnZ2qqqqZEdEUZ6enpaWltLS0m5ubmJiYs+fP1+wYMGiRYvasNh88ODBPXv2/Pfff8QSXdHR0c7OzhwOZ9KkSW11CYRaT0RE5Pjx48+fP79//351dfWRI0cGDhxIdlA/g8OHiorK0aNHGzQePXpUWVmZ3yEUJyUldejQoRYcyGaz8/Ly2jweRMjKyjpy5MjmzZv//fffsrKy798QFxenp6c3bNgwYjqQvLz87t27BR9nR/H+/fvx48dLSkpKSUnp6OgcPnyYzWa31cnZbLaKisrLly/rN965c0dfX7+tLoEQdYiJiZ09e5aUS/NdF4zNZn8/TTs9PZ0Yxd2pYL25/QQFBXl6eo4aNUpdXf3EiRO//fbbqVOn6v96W1VV5eDgsG3btqlTpxItnz59sra2NjQ0HDJkCElRU1r37t3Dw8Nra2vLy8vbfDzq58+fa2pqDA0N6zdaW1snJydXVFTw7rEhhFqJb24ePXq0j4+Pnp6eg4MDnU5ns9nnzp3bvn37rFmzBBkfFWC9uZ08e/Zsw4YNjx494q0O+99//02aNOndu3dMJpNouX37trKyMi8xA4Cqqqqnp+fRo0cxNzeCwWC0x0QRYWHhyspKzrcjzqqrq9lsdif8rR2h9sN3zc6dO3eam5s7OTnJyMjo6enJyMhMmjTJ0tLS399fkPFRAdab28mxY8eWLl1af9n2UaNGmZmZXb58mdeSlpamp6fX4MBevXrh/HtSdO3aVU1N7erVq/Ubw8LC+vfv34FWKkaI+vj2m3NyckJDQ1+9evX06dPs7GwVFRVzc3NLS0tBBkcRHHx+c/tIT08fOnRog0Y9Pb3U1FTeroKCQnp6eoP3pKWlKSoqtj6A0NDQw4cPp6SkqKurz549e/r06bi2ZZN27do1ffr0LVu2TJgwoaam5uzZs9u2bYuIiCA7LoR+KXxzs7m5+ezZs3fu3GljYyPAeKgI683tRF5e/od518DAgLc7ZMgQd3f3hw8f8orQpaWlfn5+69evb+XV58+f//Tp002bNvXo0SMxMXHLli2RkZEdaIoFWYYOHXrt2jUvL69169YJCQlZWVndu3evR48eZMeF0K+F3yCx9evX6+rqlpaWCm5cWjtr8TjtmpqajIyMNo8H3bx5U1dXNz8/n9fy4sULOTm5L1++1H/b1atXFRQUPDw8/vnnHx8fH01NzSVLlrRy7PHDhw8b/HhXVFQYGhpevXq1NadFCP1KqDhOW19fX01NzcDAwNHRUV5evv5Aj872rAvq1Js5HE54ePiDBw+qq6stLCwmT57cUQbg1NbWJiUliYiIaGho8BqHDh06ffp0Q0NDNzc3DQ2N58+f//vvvwcOHGiwON2IESNev34dFBQUFRWlqKh4+vTp/v37tzKea9euTZkypf5TUEVFRWfMmHHt2rURI0a08uQIIdRKfHOzp6cnsREWFtbgpc6WmznUqDcXFRXZ29tXVlY6OjoKCwsHBQX9+eef//33X5tUXtsPh8PZt2+ft7e3jIxMVVUVjUbbuXPnhAkTiFe9vb0dHR3Pnj17584dPT29uLi4H34cWVnZNWvWtGFUpaWl3y9PKy0t3WAB3l8YTnlCiMr45mYcB8tDkXqzp6dnjx49AgMDifFKy5Yt8/LyWrhw4blz58gNrHG+vr5hYWH3798nSpIPHjyYMWOGkJAQ75EMxsbGxApTgmRgYPD99/bgwYPW98gprra2NjAw0N/fPzs7W0xMbMKECT4+PhT/9Q6hzuin7oDHxsb6+vq2x711Aejo9eauXbtmZmbWbykrK2MymSUlJa0/eVRU1IYNG1asWHH8+PGqqqrWn5BQVVXVtWvX5OTk+o2XL182Nzdvq0u0TGlpqY6Ozs6dO2tqajgcDpGx1NTUvn79Sm5g7c3d3d3GxiYuLo5Y7e7333/X0tKqX/Ln5+HDh76+vn/++ee9e/cEECdCVEBivZnG4fOAGjabffr0aeLvMK/x9u3bWVlZ368X1iEwmcydO3e6urqSHUhLVFVVMZnMysrKBu1aWlpRUVGampo/e8InT57s2rXr3bt3cnJyBQUFxcXF06dPl5SUvHnzZlJSUkREhI6OTuvD/vDhw+jRoz98+FC/saqqSlpaury8vL0nLBUVFe3YsePGjRulpaXGxsbr1q3T19fnvZqUlDR//vx3794R47TV1dUPHjz4/VzqX0lCQsLQoUM/fPhQv9C+YMECZWVlLy8vfkeVl5fPnDnz1atX48ePp9FoERERxDMDfmJtk7w8KCyEoiIoL4fSUigqgooKKCmp2/j2elBRAQAgJAT/W4KmjpgYyMpCt27QrRvIyXE3JCWbGwlCP0NcXPzEiROkPMqF7z1tb2/vzZs3Gxoavn//XkZGRl1dPT4+XkRE5MyZM+0aEIfDKS4urqmpYbFYFJlsyqFAvVlERITFYqWmptYfS1VcXNyyx5Hu3bvX19d3/fr1q1ev3r179/Pnz42MjNauXSssLLxixYo9e/bMmjXrwYMHrQ9bVFS0vLy8QWN5ebmwsHB7/8/Nzs4eOHDgyJEj9+zZIykpGRUVNXTo0EOHDo0bN454g7a29vXr11NSUpKSkjQ1NbW0tCjy89Z+Hj9+bGtrWz8xA8CECRN27drVyFHEI6dev35NrC7i4+Pj7u6+atWqwMDAujfl5UFWFmRm/vhPCQlgsUBaGsTEQEoKmEwQF+duiIkBi/XN9ZSVgSiE19RAcXHDaMrK4N07yMuD3FzIzYW8PMjLAzabm6S7dQNZ2brkTezyErm0dCu+PIQEim9uPnbsmIeHx759+4KDg0+fPn3p0qUvX75YWlrW70a3oY8fPx4+fDgsLCw9PZ3oHYqIiKiqqjo5Obm7u7dJH67FKFJvnj179urVq0+ePCkiIgIAbDZ77dq1EyZM+NnHkWZnZ3t7ez9//pxYiPTZs2eXL1/esGHD0aNH3d3dAWDx4sV//PFHSkpKC7rjDaipqYmJid29e3fQoEG8xuDg4O+XHGlz3t7eU6ZM2b59O7FrYGDQr18/Jyen0aNH1x/crqmp2fqP2VFwOBw6veFSgDQarZG/1BwO5/jx42/evBEuKoLERPj0SSgz8+9u3c4FBHDS02k5OZCdDV++AJMJioqgrAxKSqCsDLq6MHgwKCqCigooKkJ7DzorL+cm6dxc+PKFu52cDE+fcreJxoqKupzdoOfdrRuoqED37j/oqSNEBr65OTMz09raGgCGDBmyfPlyDocjJye3aNGirVu3jhw5sm2DiImJGTZsmJSU1NixY/X19bt27crhcL5+/ZqQkEBMqrl165aJiUnbXrT5KLKetre39+zZsw0NDSdMmCAkJBQZGSknJxcaGvqz54mKirKxseF9oqysLG1tbTc3txMnThC5mUajaWpqZmZmtj5p0Wi0gICAKVOmbNu2bcyYMeXl5WfOnNm1a9etW7dacLaKioq7d++mpKRoaWkNGjRIVFS0kTdfu3btv//+q99iYWEhIyPz+vVrwQ89owhzc/MNGzY0GKEdGRn5zQg4DgcyM+HjR0hMhMTEmnfvbhYVKRkYAIcDOjqgrg4qKuLy8s/ExUdPm8bS1wcFBZCTAxEREj4Pj7g4qKpCk08Oraripmpews7NhYwMePkS8vLg0yf48AG6dAFdXdDWBi0t0Nbm/qekJJCPgVAdvrm5W7duCQkJAKCkpESj0V69emVkZMRisWJjY9s8iDVr1vTt2zciIuL7CtZff/01ZcqU1atX37x5szmnIsby/PAlISEhXqeBWLmC6D81uc1gMBQVFWtra5v5/nbaFhERCQ4Ojo6Ovn//PpvN9vf3t7W1bcF5SkpK5OXled+Djo5OYmIii8UqLS0lPiObzU5NTVVRUWnBd/X9tp2d3eXLlzdt2rRhwwZpaWlzc/MnT56oqqr+7Pf54MGDuXPnqqmp6enphYWFLVy48OjRowMHDmzkWGlp6QbtxMdsk8/VEbd79uw5dOhQBweHvXv3ampqVpaUHNu8uTA0dOvKlbByJSQmspOTOZ8+MUREQEeH3aMHR1dXyNFx5ZUrZx8/ltHR4Z2npKTk0J9/bp80iS0sTIXP1dxtERFQUmIrKPB9D5vNyMqCpCR2UhInLY1x5QokJbHT0jiVlQwFBdDWZuvocHR1GRoaoK3N1tTkiIlR4nPhdrttA3n4Puti/PjxAQEBhw8fBgBTU9Pdu3enp6eHhoa2xyocz58/nzlz5g+HloiKirq6uj579qw554mKitLW1tbhpi3wmQAAIABJREFUT01NjbhhnpCQ8OjRo2Zuczicly9fNv/97bptamq6Zs0ae3t7UVHRlp2ne/fuo0aNqqioINq3bt36559/3r9/39nZmXjPn3/+uWrVKl5xofUx6+vrh4eH37hx49ChQwcPHlRXV//Z88TGxn79+jUwMDAqKmrp0qUbNmzYu3evk5NTXFwcv2P37t376NGj+u2FhYU2NjbV1dVU+P9IzvbDh/vmzFnNYHwMCrofEVHbo8fEAwdWr1r1snfvSnV1mD07Yf/+RxcuVKakwP37CatXPxo0qMrJSXPKlIhHj+qf5/Hjx9OmTRMVFaXK52qr7cePK+XlYfDghP79H9naVgYFwaNHCTduPDp/vjI4GFxdE6ytH3XvXhkcDJMmJfj4PIqMrBw4EAYPTjh06NGNG5W7dsHx4wm3bj26f78yIwM4HKp8Ltxu6TaJizvxHaddVFS0YsWKvLy88+fPx8XFDRw4sKysjMFgnDhxYtq0aW0bhLm5eY8ePU6cOPHDwTgrVqx48OBBdHR0K6/S4nHaZWVlr169Ir3e3FbYbLalpeXQoUM3bdokLCxcU1Mzbty469evz507V0tL69q1a4WFhRcvXqTCbXyeXbt2xcfHHzx4sH6ji4tLnz59lixZ8sNDrl275u7uHhoaamZmBgAfPnwYPnx4ZmZmly5dqqur3dzcvLy8mL98cbGmBl69gpgYePIEYmIgMREMDaFfP+jX76uODrNvX0YzBivk5+ePGTNGRERk4sSJdDr9/PnzX79+/e+//3h3XzqvwkLIyoLPnyEjA3JyICsLsrMhJwcyM+HzZ8jPBzk5UFQEJSVQUABlZZCXB2VlUFTk7n47KA9REBXHaUtLSxOdZgAwNjbOzMx88uSJrq6ulpZWmwexevXqKVOmZGdnT506VV9fnxihXVBQ8O7du3Pnzl2+fPnff/9t84s2H0XqzW2F+OfVw8NDS0urb9++GRkZxcXFAQEBRUVFJSUly5YtGz9+PNWWAk1MTDQyMmrQaGxs/PHjR36HjBgxws/Pz9HRsWvXruLi4jExMcbGxtHR0QoKCjk5Ob/99tuYMWNu3779/diojq26GtLSID4e7t6Fhw/h5UvQ1IR+/cDcHDw8wMgI/vckR5lmn7Jr164PHjwIDQ29f/8+h8NxdXXtQIvF/pS8vLzXr18zmUwDA4PGRzNwdekCXboAv3l3NTXw+XNdws7IgPfv4c4dyM6G7GzIygI6HVRUQF4elJTqEra8PLdRQQF+sR9O9DP45uYGunTpMnz48HYKYtKkSRISEv7+/m5ubg1eGjJkyMWLF8eMGdNOl24O6qyn3VYUFRXPnz+flJQUHx+vpKRkZGRE8Yfvdu3aNTs7u0FjdnZ2t27dGjnKyclp/Pjxb9++DQkJkZaW5j11WEFB4ejRowMGDIiMjORNqep4CgshKQkSEyEpqW4jIwOUlaFnT7CyAh8fMDWF5s9C5o9Op0+ePHny5MmtPxU1VVZWrl279vjx44aGhsXFxTk5OX5+flOnTm3VSYWEQFkZGvmno6QEMjLq8nd2Nty+DZ8/Q2Ym5ORAXh7Iyn7T4VZQ+KYX3hb/ZwllZWXl5eWN/21CAtYwN3+/yPD3cnNz2zyOMWPGjBkzJi8vLyMjIycnBwDk5eVVVVWp8ONChfnN7UFbW1tbW5vsKJrF3t5+woQJy5cv5/085ObmnjhxosnHBouIiBgbGwcGBtrb29dvp9FoY8eOjY6O7hi5uaCAm4Dr/5eZCcrKdWOJbW1BWxv09eEn59QhAFiyZEl+fv7Hjx9ZLBYAvHjxwtHRUUZGps3npHxDSgp69oSePfm+oaCgbpo4sf30ad1uQQGwWHXz1pSUvtlVU4Nm/ML9+PHj5cuXv379WlRUVEpKipgM0pafEbVUw9y8detWYqOqqsrLy0taWnry5MkqKipZWVkhISF0On3v3r3tF023bt2okIwboMj85s7MxMTE1dXVxMRk+fLlPXr0SEhI2Llz54IFC5o5G4pG+8G4CjabTbnFRqqq4NOnhjk4IQGEhetysKkpTJrEneRDtfg7pry8vLNnz6alpfHGH/Tt29fPz8/Pz699c3OTWCxgsaDe48y/UVEB+fnfLPOSlAQPHnB309NBSqphwq6/q6QU/eSJg4PDnj17HB0d6XT68+fPXVxccnNzV65cKdjPiX6A71iwRYsWxcbG3rx5kzcVsrKy0tbW1sjIaN++fQKMsM20eCxYbW1tTk7OL3ZbuyOKiYk5evRoamqqpqbm3LlziUFezXHixIkTJ05cvXo1NDQ0KiqqvLy8b9++xNOgSfvH98uXuhvRvD9zc0FTE3R0QFub+yexgV3h9vTw4cPVq1c3WAgvOzu7b9++WVlZZEXVWhwO5OTU3SFvME4tMxOqq7MBGKqqcr17c2+YKyt/YTAm/9//XY2LE1FVhV9xSMHPouJYsPDw8K1bt9Zfo4CYzrRu3boOmptbjOR6c1YWjB4NDAZ3eWEaDWRkAAC6dAE6HSQlQUQEREVBQgIYDO6qhI28JCMDNBr3pY6mX79+/fr1a8GBU6dO3b17t4qKioqKyrx580pKSvz9/T9//lx/AdT2UlMDaWkNc3BSEggJ1eVgKyuYPRu0tUFVFYf/CJ6kpGRhYWGDxsLCQskOvUw3jQaKiqCoCN8NouQqLx+ronJj1y6orOSWvR8+lMvJ2V9VRTMzg8JCkJXlrvVG/KmgAKqq3KFqCgrQnLFyqBX45mY2m/39My3S09N/yfGZjSOr3lxVVRUQEHDp0iXJoiIDDY2Z06YZaWkBmw3EvyNfvwKHAyUlUF0NlZVQUAC1tUA8VaL+SxUVUF4OtbVQVNTwJSJt0+nQpQsAAJMJQkIgJsbtpRGrHEtIgKhoXWon3iMiwn26APFLAHEI75cGIvELC3PHqjRYLZkMwsLC1tbW169fT01NXblypYyMjLu7u4KCwrx584g50HUKCrgblZVQVsbdLiqC2loAgJqadzExqampUlJShoaGxNom3C+Tp7YW0tPrcvCnT6CkVNcP7tePuy3T/IHSqH317t27sLDw0aNHAwYM4DUeOXKE5Bva7U1cPF1YuMLEBL59QqhT796nT5821NfnDlIjOtwZGfD2LVy/Dp8/w6dP8PkzSEnVZW7ihjkvhauo4NNHWo9vbh49erSPj4+enp6DgwOdTmez2efOndu+ffusWbMEGR8VkFJvLi8vt7GxkZaW7tWrV6W2dj6dPm7r1lWrVvGbztsSDdI2kYGIRg4Hvn4FACgthaqquqcOFBdDTQ1UVQGxuhaR6YkHB/F+aSByFe89RLYjEjbvyUJE951I/LxGItPzkjpvg/ebAe899ZWVQWUlNwYieCKtVldDSQkvqjn37m3X1RVTVeV8/Uqj0eDECSgsnF5QwJaRoVdUAO8BX7zfJIhfXAhMJggJVVdXJ6akFNTWqnXpUl1dHVtYqKOjo6KiAlJS3wy6ISbGGBqCvT3o6ICGhiBvUbx58yYyMvLLly/6+vpTpkyRwBm0zcBgMPbv3+/g4ODp6Tl06NCSkpKgoKCoqKiHDx+SHVr7srS0PHfu3MKFC3ktb9++/fLli56eHjAYRE2a78G5udyZYMR/ycnw6BH3/jnRqVNV5Y4nr5/Cidli1BtUREF8c/POnTsTExOdnJyYTKaysnJmZmZxcfGwYcP8/f0FGR8VkDK/ed++fUVFRRkZGSYmJgoKCtHR0TU1NV5eXlOnTpWTk2uba4iJcR9C0IzB+c3x/+3dd1gTSf8A8Akl9BKQGiQIqHREDhBQxAqeChZEELGhcpyo54Gop4fieWcDG3blVU8QFEUBaVbUs+J5gh0UUKQoXUBAkuzvj703b36BLKFuCN/P4+OTzO7OfiezZLI7s7MtLS1v3rzBMGzo0KFUngYJb+Px9hL9t1HHm1VOYm0tYrP/16h/+/Zvu85kIs5TJvF1JCQQk/lvCt7Ay8j8Wxwa7d/Terxp/+/Z/Kp79y4fOoTk5Sn4RQKEkKLi9AkTdu3aNczevt2HMWAY5jxypEtQ0IYNG/Bbot+9ezdqwoTDq1dPnDix6x9dt9iwYcOJEyfmzJmjoaGRkpISFhYWHx/fuV6A/mbKlCmZmZl//PFHVFSUvLz8+PHjnz592oGHYPZNv/3229ixY9lstq+vr4yMzLVr15YvX75t2zaB7qjEn/dlZtb2Uvz2MLydxju5nz37X0Pe0ND2dXL8f7ixGyFE0DYrKCjcuHHj1q1bjx8/Lisro9Pptra2jo6OvRmckCClvzk6OrqxsfH58+fK/734efny5dmzZ1+/fr2rt132jGPHjv36669qamoUCuXTp08bN27k/j2O5OT+vcxF0mRS5fr6z6hUOysrTkpzc3P2hw865uaCPCUpJyenvLz8119/5QztNjAwCAsLO3z4sJC0zZcuXUpMTHzx4gXngElKSvL09Hzz5g3v7yTQFiMjoz///JPsKHqVqanp7du3165du2HDhpaWFnNz8wMHDnTPlXzi28Oam3kfKpqd/b+3Hz4gBYX/DSznGWTOYHTjjd3CjGjuEQqF4uzs7Ozs3FvBCClS+ps/fvwYEBCgzNUrOWXKFHl5+SdPnghh23z8+PHIyMibN28aGxsjhN68eePt7Y1h2LJly8gO7V+LFy8OCQlJTk7GO4lZLNa6deucnZ0FuaEfIfTu3Ttzc3Oee66GDRu2c+fOHgm346Kjo9euXct9wLi5ue3cufPOnTv4M1EAaG3o0KEXL15ECDGZTAkJQaei6iopqX9nZbG2bnsF7hu7S0v/d29YdTX68AExmW002/j/dLrIjOTgWxlVVVW//vrr48ePWfgoGC6PHz/u4aiECyn9zeLi4jxzvLBYrKamJuEcO/rHH3/Ex8fjDTNCaOjQoX/++aerq+uPP/4oJPcQL1++vLCw0NjYeMqUKbKysteuXdPS0oqLixNwcxqNhk+Jw63dicl6U0lJSeuZZAwMDD5+/EhKPKBv6b2GWRDEN3aXl/97nbys7N/G+8mT/3V1i4khHR2kqYl0dBCdjrS1kY4OcnDgGfIm/PjWx9KlSy9fvuzt7a2hodGbAQkhUvqbLS0tz5w54+bmhl9iamhoWL16tbi4uBB2K9TX15eXl1v//5/AZmZmzc3NlZWVAp6Y9jQxMbHdu3f7+/vfvn3769evhw4dGjlypOCb29vbFxQUcA/lZbPZu3fvnj59es/E22Ha2tr5+fncI40RQu/evfP19SUrJAB6hJoaUlPj29VdV4eKi1FpKfr4EZWUoHfvUGYmYrHQrFm9G2VX8W2br1y5EhERITzXJElESn/zjz/+mJubu2LFCnFxcQ0NjRcvXlhYWCgoKIwaNarb9/X8+fN//vlHRkbGwcGhEyWlUqlMJrOlpYV7CAl+li/QAwN6kZGRkRG/JxMQkpaWjoqKmjZt2qJFi0aOHFlZWXnw4EFVVdUffvih24PsnLlz5/7666/ff/897b9DzRMTEz9+/NgTBwwAwktBARkZ8X0ASd/BdzgcnU7vK5Mt9zQMw6qqqnp5p+7u7r6+vvX19fb29iYmJiNGjHj37t358+e7t7X78uWLp6cn/ozIs2fPWllZcSZtFRyVSrWzs+O5PnzhwgVzc3NRegijq6vrkydPEEKHDh26fv36zz//fPnyZeEZZjVt2jR3d3czM7OQkJBdu3bNmjVr5cqV586dE54IAQCC43vevGjRoqNHj06cOLEfTjbCg6z5tDdv3uzl5ZWSkvLp06eZM2eePXu2229X9ff3p9FonKG8ZWVlkydP1tbWXrRoUYfy2b17t6ur68ePHz08PCgUSkJCQkRERHJycvdGSzo6nb5161ayo+Bry5Yt3t7eKSkpxcXF33///alTp+D+ZgD6KL5ts5aW1ufPn83NzadMmYLfGMNZFBwc3CuxCQsSn99sYmJiYmLSQ5lXVFRkZGQUFxdzTq00NTV37doVHBzc0bbZysrq0aNHYWFhkydPxjDM0dHx/v37cN2l95mampryG0EDAOg7+LbNGzZswF+cO3eOZ1F/a5tF7/nNuMLCQgMDA5n//xyFYcOG5XEm+ugIBoPxn//8p5tCAz2ipqbm5MmTr169GjBgwNSpU0eMGEF2RACAtvFtmwsLC3sxDKEmqs9vFv77gkA3un37tre3t6urq52dXXl5+Zw5c1xdXQ8cOCAkN7kBALh1bGq07Ozs8PDwHgpFaOH9zWRH0f0MDAyUlZXPnz/Pnbhr1y7huS8IdJempiYfH58///wzKipq6dKl69evf/78+ePHj8+cOUN2aACANhA9hyo2NjY7O5vNZnMSMzMzS0tL+9s1bRL7m3vaiRMnpk6devv27fHjxzc2Np48ebKiouLatWtkxwW62Z07d/T19bknCJOVlV2zZs2pU6d8fHxIDAwA0Ca+bXNYWNjmzZvNzc1zc3OVlZV1dXVfvnxJpVIFn0pJZIhqfzNCyNra+vnz5/v27YuKipKRkZk5c+aCBQuEa4Yg0B0+ffqkq6vLk8hgMEpLS0mJBwBAjO+38KlTpwICAg4ePHjmzJnY2Njk5OTy8nJHR0fu0+h+QlT7m3EqKiqbNm0iOwrQs3R1dd+8ecOT+Pr1awaDQUo8AABifPubS0pK8BmFxowZ8+jRIwzD1NTUli1b1om5Kfo6Ue1vBv2Hg4NDbW3t6dOnOSmfPn3asmXLwoULSYwKAMAP3/NmVVVV/Ie2lpYWhUJ59uyZhYUFjUZ7+vRpL4YnFES4vxn0ExISEhcuXJg1a9bp06cdHBzKysouXry4atWqyZMnkx1aBxQVFVVVVQ0ZMoTnxj8ARA/f82Y3N7d9+/YdP34cIWRtbb13796ioqLz58+Las8rARHubxYGz58//+233wICAiIiIsrLy8kOR2SZmZnl5OT4+/tTKJRhw4bdv39/7dq1ZAclqLt371paWjo4OMybN09TUzMkJKSxsZHsoADoQXzb5p07d86YMSMlJQUh9Mcff8TFxenq6qampoaFhfVieEKBlPm0+4ktW7a4uLg0NTVZWlq+ffvW3Nxc9Gb67GVlZWWLFy/W0dGRk5MbMWJEUlISZ5GkpOTMmTM3btz4ww8/9KFZ2549ezZz5swtW7YUFRVlZ2e/e/cuPz9/6dKlZMcFQA8iuofqyJEj+GTalpaWJSUljx49YjAY/fCRkWTNpy3yMjMzT548mZOTw5ntZPHixZMmTXr16hXMf9I5JSUldnZ2CxcufPDggYqKyp07d3766ae8vLygoCCyQ+u88PDwtWvXTp06FX87YMCA06dPDxo0qKCgYNCgQeTGBkAP4XveTKPRCgoKOG+VlJQmTJhQVFTUD3teob+5h8TFxa1YsYK7Gba2th4zZkxqaiqJUfVpW7du9fX13bx5s46OjqysrIuLy9WrV3///ffa2lqyQ+u8nJwcZ2dn7hQZGRl7e/vs7GySIgKgx/GeN8fFxXHuYP7hhx/k5eW5l758+bIfnjdDf3MP+fTpk4uLS2xs7Pnz54uLiw0NDQMDA/X09OCm2067c+cOz6zmOjo6VlZWWVlZ48ePJyuqLpKSkvr69StPYkNDg7S0NCnxnDt3Ljo6+v3794aGhkuXLnVxcSElDCDaeNtmKpXKaY/l5OR42mYnJ6d+eNOFaN/fTCI6nb5x40Y5ObmgoKCBAwfm5OTMnj1bUVFx/fr1ZIfWVzGZzNYPbKZSqS0tLaTE0y3Gjh0bExPj4ODASXn//v2TJ0/s7e17PxhfX983b96sW7fOwMDg+fPn+Fj3nTt39n4kQMRhfNjZ2X348IHf0r5IXl7+2LFjndiwoaHhwYMH3R4P+OOPP6hUal5eHiclLi5OTEzs2bNnJEbVp/n6+kZERHCn1NbWqqqqlpWVkRVS11VWVhoaGgYEBDx79qy0tPTcuXP6+vqRkZG9H0laWpqFhUVTUxMnpaamZuDAgf/880/vBwN6gbS0dHx8PCm75jsW7MGDB735E0GYQX9zD3n9+vXs2bMdHR3d3Nx0dXWfPn2alZU1adKke/fumZmZkR1dG5qamqKiov7++28qlerk5OTl5SUm1rGnxfS0tWvXjh07VlNT09vbm0KhFBYWLl682MfHp093RamoqDx+/Pj333/38vKqrKy0sLA4duzY2LFjez+StLS0efPmSUlJcVKUlJRmz56dnp4+bNiw3o8HiLA2vlmam5svXLiQkZGBvy0pKZk1a5aOjs6YMWNu377du+EJBehv7iF1dXXTp0//+++/v/vuu5aWlunTp7969crY2Fg4By69e/fOzMzszp07o0aNsrKyOnbs2MiRI4UtVBMTk5SUlAMHDtBotEGDBg0fPnzChAkRERFkx9VVSkpKO3bseP78eWlpaUZGBikNM0Kovr6eRqPxJNJotLq6OlLiASKMt22urKx0cHDw8PDAH0aEYdisWbPS09NdXV1ramrGjRv3zz//kBEnmTC4v7lnDB06NCsrS0dHx9/ff/PmzXPnzpWTk3v06JGxsTHZobVhyZIlK1eujIuLW7hwob+//82bNy0sLDZs2EB2XLysra3v3r37/v37mzdvVlZWrlmzBh5e0l2MjY1bX1C8f/++iYkJKfEAUcZzjTskJAS/goS/ffToEUIoOjoaw7Dm5mZLS0svL6/everebaC/Wdjk5+erq6tnZGTgb1ks1s6dO01MTL59+0ZuYK2Vl5fTaLSWlhbuxPfv32tqapIVEuh9nz9/1tLSOnPmDP6WxWLt27fPwMDg69ev5AYGeogQ9TcnJSUtW7bM2toaf5uWlqahoTFr1iyEEJVK9fT0PHHiRLf/PhDkgdDh4eHdvl8BQX9zDxk0aNC5c+eWLl2qoKCgq6v77NkzXV3dlJQUSUlJskPjVVFRoaGhwXMCSqfTKyoqMAyjUChkBQZ6k5qaWkpKypIlSzZv3mxoaPjixQtdXd20tDSY3xt0O962+f3799zDcK5duzZp0iTOXRnq6uofP37s9iAoFEpUVBR+n1Lr7hwciW0z9DcLKD09/d69exiG2dvbT5o0SZAWa/To0c+ePXv69GlxcfGQIUNMTU17Ic5OoNPpJSUlDQ0NcnJynMRXr14xGAxomPsVKyurR48evXjx4v3794MHDx46dCjZEQHRxNs202i0mpoa/HVVVdX9+/e5560tLS1VU1Pr9iB27ty5dOlSY2PjdevWCXIO3cswuL+5PV++fPHw8KisrJw2bRqFQtm4cePOnTsvXryorKzc7rZUKtXW1raHAnv//v2NGzdqamrMzc3HjRvX6XZUQUFh6tSpwcHBkZGR+NlzfX39qlWrFi9e3K3xihp8LhR8cs0FCxaMHj2a7Ii6gZiYmLm5ubm5OdmBAFHG2zZbW1tHRUXNnz9fSkrq+PHjLBaLMySSzWbHx8f30BE5ePDgrk9Y/fDhQ4KxOY2NjZ0bVQvzabcrJCRET08vPT0dv6fol19+WbFixapVq3qiB0RwW7du3bt376RJk2g0WmxsLIVCOXfuHIPB6FxuBw8e9PHxMTc3nzBhwrdv31JSUtzc3FavXt29MYuS9evXnz17dvXq1QsWLHjz5s3ixYtnzpy5bds2suMCoA+gYBjG/T4rK8vBwUFfX9/CwiIpKcnFxSUpKYnNZl+/fj0yMjI5OfnWrVtOTk49Ecrt27dVVFS6cmNrY2Pj/fv32Wx2m0vd3Nz27t27ZMmSjmbLYrE+ffoEl7X5YbPZKioqeXl53NdUampqGAxGRUUFWZ3H58+f37Rp0/Xr1/FbezEMCw8PP3/+/IMHD7pyFfrBgwdZWVlSUlIjR46E0bkEHj9+7OHh8fTpU861k9ra2mHDhp09e7bnLpMA0L1kZGROnz7t4eFBwr5bDw+7f/++m5ubsbGxr6/v58+fMQzDH5WKn3z05kC17tXpcdqAWE1NjZKSUut0DQ0NEqejcnV1PX/+PHcKm80ePHhwdnY2WSH1Kxs3bly/fn3rxA0bNpASDwCdQOI47TbmHhkxYkRiYuLLly///PNP/EwIn1ixoqLCy8urd34xsFis4ODg4uLi3tkdMQzubyakoKCAYVhFRQV3Ym1t7devX0nspH///j3PeS2FQjExMeF+uhroOTU1Na3HpqipqVVXV5MSDwB9i0AzDoqJiRkaGvbm9IQYhkVERJSXl/faHgng/c1kRyG8xMTEvLy8fvnlF05vAoZh69evnzlzJol3Q6mpqbX+bffx40d1dXVS4ulvhgwZ8vfff/Mk/v333zCwGQBBCNdswMIJ7m9u186dO/Pz821sbH7//fetW7fa2dk9f/589+7dJIbk4eGxfft2JpPJSUlLS6uqqrKxsSExqv7Dy8vr2rVrFy5c4KQkJCSkpaXNmTOHxKgA6CtgMr/2wf3N7VJUVLx27VpaWtrdu3cxDNu0aZOA9zf3nICAgDt37gwfPnzJkiU0Gu3OnTvJycnnz5+HCSx7h4qKSlJS0sKFC7du3WpsbPz69evGxsakpCRVVVWyQwOgDxDS7ykxMbGrV68aGBiQHQhCcH+zwCZNmjRp0iSyo/iXhITEuXPn0tLS0tLSqqurLSwsXrx4wW9mG9ATvvvuu3/++efRo0f5+fkBAQG2trbwwwgAAQnpn4qYmNj48ePJjuJfcH9zH1JUVLRx48a//vqLyWTa2dlt2rRp3759ZAfVf0lISDg4ODg4OJAdCAB9DPQ3tw/6m/uKZ8+e2djYGBoapqSkXLt2zd7e3snJqX8+2BQA0KcJ6XmzUIH+5r5i9erVv//+u5+fH/52xYoVBgYGy5cvz87OJjcwAADoEDhvbh/c39wnYBiWmZnJMwz4+++/Ly4uFpKb8QAAQEDQNrcP7m/uE5hMJoZhUlJS3IkUCkVWVrapqYmsqAAAoBOgbW4f9Df3CZKSkoMHD7579y534tu3b5ubm6FLAgDQt0Db3D7ob+4r1q9fv2TJkqdPn+LPjQtwAAAgAElEQVRv8/LyvL29165dKy4uTm5gAADQITAWrH1wf3Nf4e3tzWKxJk+erKioKCkpWVZW9uuvvy5fvpzsuAAAoGOgbW4f3N/ch8ydO9fLy+vt27ctLS1GRkYkTugNAACdBm1z+6C/WTix2ez8/HxJSUkGg8GdLiEhYWRkRFZUAADQddA2tw/6m4XQkSNHQkNDFRUVW1paEEK7du2aMWMG2UH1R3l5eampqZ8+fTIyMvLw8JCVlSU7IgBEAYwFax/c3yxs9uzZc/To0czMzLy8vMLCwtjY2ODg4EuXLpEdV7+zbdu2UaNGvXv3TkFBITEx0djY+MGDB2QHBYAogPPm9kF/s1BhsVh//PHHvXv3DA0N8RR7e/ujR4+GhIRMmzaN3Nj6lStXrvznP//JycnhPBI7JSXF09PzzZs3MjIy5MYGQF8H583tg/5moVJUVCQrK8tpmHHOzs4vXrxgsVhkRdUPnT59OiQkhNMwI4QmT548ZMiQGzdukBgVAKIBzpvbB/3NQoVKpbae56u5uVlMTExMDH5r9p7i4uLWT3EdPHhwUVERKfEAUFZWlpqaWlxcPHTo0KlTp/bp6zfwXdY+6G8WKtra2srKyjwnZ3Fxcc7OzhQKhayo+iEtLa3CwkKexIKCAvghC0hx4sQJS0vLW7dutbS0nD592sTE5N69e2QH1QVYvyEvL3/s2LFObNjQ0PDgwYNujwd0Wnp6uoaGxrFjx8rKyj58+LBjxw51dfXs7Gyy4+pfkpOTjY2Nq6qqOCnXr1/X1taur68nMSogkl69eiUnJ0eQ+Pfff2tra799+5azNC0tTUtLq7a2tiv7lZaWjo+P70oOnQbXtNsH/c3CxsXFJSMjIzQ0dMOGDVJSUqNGjXrw4MGgQYPIjqt/mTJlysOHD83MzObNm0en0x89enT9+vUzZ87IycmRHRoQKSwWa9GiRTw9WTyJp06dWr58OXcni6urq62tbWpqqpeXV6+G203gmnb7oL9ZCFlaWiYmJpaVlb1//z46OhoaZlL89ttv6enpCgoKb968sbe3f/ny5ejRo8kOCoiayMhIHR0d4sSioqKhQ4fyrGNkZPT+/fsej69nwHlz+zCYTxsAPszNzc3NzcmOAoisd+/eHT58ODU1NSEhgSBRXV299SDEDx8+GBsb916s3QrOm9sHz28GAIDex2azlyxZEhERoaioSJw4e/bsyMhI7kG72dnZ165dmzx5cq9G3H3gvLl90N8MAAC97/jx49ra2pMnT66oqCBOHDNmjI+Pj4WFxZIlSxgMxpMnT86ePXvkyJEBAwaQEXg3gPPm9vVmfzOGYfHx8c7OzsrKysrKynZ2dtHR0Ww2uyt5VlRUUCiUzMxMnvS//vqLQqFcu3atc9kePnwYP+7r6+spFMqCBQuI109ISIiLi+vcvgAA/dCNGzeSkpIGDBgwZMgQFos1YMCABw8etJmIENq0aVNKSkpLS8utW7fodPrTp0+nT59Odgk6D86b29eb/c0rVqzYv3//xIkT169fT6VSr1696uvr+/r16y1btvTC3jtHXFx83LhxJiYmxKslJCTU19f30TGTAIDed+DAgcbGRoRQVVWVlZXV06dP1dTU2kzE17e0tLS0tCQz4u4DbXP7em0+7czMzP3792/dunXNmjX4NBorV64MDg7+/fff582bN2TIkO7dnZ6eHkKI5wGLnSAjI9Ppk28AAOBHVVUVfyEtLU2hUPCB2VJSUq0TRQ9c025fr/U3b9y40czMLCQkhHt+q7Vr1w4aNIhzRZrFYm3ZssXExERBQcHW1jYxMZGzJsEi7nXmzJmjqamZl5dHp9P19fXxOwKzs7NdXV1pNJqqquqMGTPanHaxrq5u6dKlOjo6Ojo6gYGB37594yzS09MLDw/HX7eZ1YgRI2JiYhITEykUSk1NzZcvXwICAuh0upSUlL6+flhYGOe6vZ6eXnR0dHh4uImJiZKSkqenJ2d8B5PJDA0NHTp0qIKCwujRox89eoSnYxgWFRVlbW0tJydnYWEBV84BEDEDBgxgMpmCJIoOUmY8IUWn5wXrHfiM0Nu2bSNebdmyZRISEuvXr4+Li/P29kYIJSQkEC8qLy9HCN28eZPNZv/www/KysqcKbSqq6sxDGtoaNDQ0LCzszty5Eh4eLiamtqECRN49stms52dnWVlZX/77bcTJ07Y29srKSmpqqriSxkMxs6dOwmy+vDhg5ub27hx4/Ly8phMpp+fH41GCw0NjYmJCQgIQAjFxMRwsnJ0dHRzc0tJSYmMjKRSqT/++CO+yM/PT15efseOHXFxcaNGjaLRaKWlpRiGRUREUCiUwMDA2NjYuXPnIoSio6O7Wh8AgH6PxHnBhKhtbmlpyc/Pb2ho4Emvr6/Hv4K7SNC2+cIFbOnS//1784bNZldWVrZO57c+b/qlS4KE9+bNG4TQuXPnCNYpKiqSkJDYtWsX/pbNZn///feWlpbEizht89q1a2VlZe/evcuTbVZWFkKIkx4dHb1o0SI2m829zs2bNxFC58+fx982NjYOHDiwddtMkJWPj4+7uzuePm3aNO66MDc3X716NScrIyMjJpOJv50/f76trS2GYXl5eWJiYmfOnMHTa2pqZGRkoqKi6urqlJSU1qxZw8lt9uzZhoaGBB8jAAAIgsS2WSiuabNYrM2bNysqKurr69NotFWrVrW0tHCWHjp0SEtLq/eiYTCQtfX//tFo/97f3Cqd3/q86bq6guwWn3yO05XSppycHCaTiZ8TI4QoFMrs2bNzcnKam5sJFuEpu3fv3rZtm56enq2tLU+2urq6srKyq1atSkxMrKur8/HxiYqK4nluxOPHjxUUFDjjHqWlpT09PVtHKEhWCKGLFy8uXrwYIVRaWnrmzJnc3FzusehTp04VFxfHX2tqauJPfnz48CGGYTNnzsTTlZSU8vLypk+f/vLly9raWl9fX87mc+bMyc/P5z6EAACgbxGKsWAHDhzYtGnT8uXLR40adffu3cjIyPLy8ujoaHKiwRtULlIs1sCBA5G2Nk86v/XbSecD7/d99+5d60UnT56kUCjz588vKSmhUCjcT8zV0tLCMKysrIxgET6/8dWrV7dv375mzZojR44sW7aMO391dfUrV65s2LBhxowZFArF3d09JCSEZ+xbWVmZtrY290MY6XR661AFyQohlJOTs27duidPnrBYLFtbW2VlZe6lnFGX3IqKilRUVKhUKk8AeH+2mZkZz/olJSVdH+YGAACkEIrz5iNHjvz444979+718PDYvXv38ePHY2JiLl68SHZc/+qd+5vl5OSMjY3xa9rc6c3NzYGBgfi1Yry5/fz5M2fpp0+fEELq6uoEi/C3hw8fDgkJ8fLyCg0Nbf3IS0dHx5s3b1ZUVMTHx1dXVzs6Or59+5Z7BTqdXlJSwn12W1pa2mZB2s3qy5cv9vb2mpqa6enpnz59unz5su7/v7TQ5qMeNTU1a2pquId+FBQUFBcXa2pqIoQyMjL++f/abOABAKBPEIq2uaCgYOTIkZy3CxYsmDlzZnBwMM+DR8iC9dbzmzdt2vTgwYPdu3dzN887duxoaGhwd3dHCFlaWoqLi3PGIWMYFhsba2ZmJiMjQ7AIT8Hbvx07djQ2NoaGhnLv98KFC4MHD66qqqLRaNOnTz9+/DiLxcrNzeVex8bGpq6ujvODqbm5+dy5c62LIEhWDx8+/Pr166ZNmywtLSkUSkVFxcuXL9v9cKytrVks1qVLl/C3TU1NdnZ2MTExJiYmMjIyxcXFw/7r4cOH+/bt69OPVQcA9HNCcU1bV1f34cOH3LNS7Nmzx9zcfNmyZcePHycxMFyv3d88a9asq1evBgUFpaenjxs3TlZWNjMzMyEhYf78+RMmTEAI6ejo+Pv7h4SEVFVVmZqaJiYmcmZ7J1jEbeDAgevWrdu0aZO/vz/nEQWWlpYfPnzw9PT09vZmsVixsbHKyso83dKOjo7jxo2bN2/eq1evdHV1jx07xn19m4MgK2lp6aysrBs3bjAYDHFx8cDAQA8Pj+rq6gMHDkhKSmZmZmZnZxPMG2Bubu7p6blo0aLCwkI9Pb0TJ040Nzd7eXnRaLTg4ODAwMD379+bmppmZWVFRESEhYW1efINAAB9Aykj0HiEh4dTKJSlS5deunTp69eveOLZs2cRQn5+fvg9NoLkU1hYuI0/KSmpyMjIToTHZDKLi4s7sWHnxMbGTp48WUtLS0lJycbG5ujRo5xByxiGtbS0hIWFGRkZycnJ2djYXOIaBM5vEWecNv7269evenp6Y8aM4R6JnZSUNHz4cFlZWRUVlYkTJ2ZlZbUOrK6ubsmSJTo6OlpaWgEBASkpKa3HaRNk9ddffxkYGMjLy9fU1MTExBgaGsrJyTk4OKSmpmZkZGhpaeE5cGeFYdiaNWusra3x101NTUFBQfr6+vLy8qNHj8ZHh2EYxmaz9+zZg18kMDIy2rNnD88gcwAA6AQSx2lTsP/fu0kKJpMZHh6+ffv2mpqaV69eGRkZ4enx8fGBgYF4H6ogcRYUFBw9epTfmsePH4+KisIvDgMAAADEZGRkTp8+7eHh0fu7Foq2GYdhWElJiaqqqrS0NCfx27dvd+7cyc/PX7JkSRfzt7e3371794gRIzoRGDy/GQAA+hsS22ahGAuGo1AodDodb5hZLFZwcHBxcTGVSh03blzXG+augOc3AwAA6E1C1DZzwzAsIiIC7yglHTy/GQAAQG8S0rZZqPTm85sBAAAAaJvbh/XW/c0AAAAAEtq2WUxM7OrVq/g0lqSD/mYAAAC9SSjmHmlNTExs/PjxZEfxL+hvBgAA0JuE9LxZqEB/MwAAgN4EbXP7oL8ZAABAbxLSa9o9JDExMScnp6NbUSgUFRUVzlMWRFhjY2NjY2N/mGWlqqpKWlpaVlaW7EB6XGlpqbq6Oud52CKsuLi4zeeWiphv377V1tb2h8esffnyxcDAgDNNJCnwh8eToh+1zX5+fllZWZ04A66qqrp+/Tr+LELRVltb+/XrVy0tLbID6XGlpaUyMjI8z40WSfn5+XQ6XUpKiuxAehaLxXr79u3QoUPJDqTH1dfXV1dX94cRMOXl5Xl5eQ0NDSTGMHr0aHt7e1J2LURzdgqtN2/euLu7v379muxAetyJEyfu3Lnzn//8h+xAetzSpUttbGzInW+ud5iZmZ09e9bU1JTsQHpWbW0tg8GoqakhO5Ael5aWFhkZmZqaSnYgPS40NFRSUvLXX38lOxByQH8zAAAAIFygbQYAAACEC7TNAAAAgHCBthkAAAAQLtA2AwAAAMIF2mYAAABAuEDbDAAAAAgXaJvbJyEhISHRLyZpkZSU7CcllZCQkJSUJDuK3tBPjt7+U6HwR9pPwNwjAqmsrFRVVSU7ih7X0tLS2NioqKhIdiA9rq6uTkpKikqlkh1Ij+snhy7qNyVls9m1tbU0Go3sQHrc169fKRSKjIwM2YGQA9pmAAAAQLjANW0AAABAuEDbDAAAAAgXaJsBAAAA4QJtMwAAACBcoG0GAAAAhAu0zQAAAIBwgbYZAAAAEC7QNgMAAADCBdpmAAAAQLhA2wwAAAAIl34xZzrouqamprKyMu4UeXn5AQMGkBUP6CKoUNEDdSpSsP4tPj7ezs5OSUlp7NixWVlZnVhNwBxI18WSXrhwgefI8fPz65XAO6ZD1REcHBwUFNSVHEjUxZL2lQrFBCspk8mMiIgwNjaWlZU1MzOLjIxkMpkdykEYdLGkfaVOBSnmly9fVq5cqaenJysrO2zYsNjY2I7m0Nf167b58uXLYmJic+bMOXbs2KhRo5SUlPLy8jq0moA5kK7rJd25c6e2tvZFLk+ePOndQrSvQ9WRl5enoqLC02KJWIXi2ixpn6hQTOCSbt26lUKhrFix4syZMwEBARQKJSwsrEM5kK7rJe0TdSpgMX18fJSUlLZv3x4bGztz5kyEUGpqaody6Ov6dds8ZsyYsWPHstlsDMO+fPmipaW1Zs2aDq0mYA6k63pJAwICxo0b15sxd4KAxbx169bIkSPxh+DytFgiVqEEJe0TFYoJVlI2m02j0ZYsWcJJWb58uYyMTEtLi4A5CIOul7RP1KkgxayurkYIHTp0CH/LZDINDQ19fHwEz0EE9N+xYJWVlTdv3vTy8qJQKAghBQWFqVOntr4oRLCagDmQruslRQjl5+fr6+sjhJhMZu+GLyjBq0NFRcXd3X3r1q0qKiqdy4FcXS8p6gsVigQuaUlJSXV19eTJkzkpTk5OjY2NRUVFIlanBCVFfaFOBSzm58+fR48e7ezsjL8VFxfX1dVtamoSPAcR0H/b5uLiYoSQqakpJ8XExKSoqAj7/w+0JlhNwBxI1/WSIoTy8/Nzc3OHDh1KpVL19fXDw8NZLFYvFUAwgleHmZlZcHBwcHAwzwPqRaxCEf+Sor5QoUjgkqqqqr569WrixImclLt371KpVA0NDRGrU4KSor5QpwIWc8iQIZmZmUZGRkwms7y8PC4u7t69ex4eHoLnIAL6b9v86dMnhBD3d5aKikpzc3NdXZ2AqwmYA+m6XlIWi1VYWPjs2bPly5cnJye7urquXr36jz/+6K0SCKTr1SFiFUqgT1QoErik0tLSRkZGMjIy+NuTJ09GRkYGBATIysqKWJ0SlLRP1GlHqyM8PFxdXd3b29vPz2/27NmdyKHv6u/3UOEXRnD4L6+WlpYOrSZgDqTrSkmZTOaff/5pY2NjYGCAEJo8eXJzc/O2bdt++eUXcXHxHg+9I7peHSJWoW3qQxWKOlLS4uLin3766fz583PmzNmxY0cnciBXV0rah+pU8GLOnz/fwcHh7t27YWFh8vLy27Zt62gOfVf/PW9WV1dHCOGDDnA1NTVUKpWnZ45gNQFzIF3XSyolJeXl5YX/zeOmTJny9evX/Pz8Ho9eYF2vDhGrUAJ9okJRB0saHx9vZmb25MmThISEmJgYKpXa0RxI1PWS9ok67Wh1aGlpOTk5rVu37qefftq9e3dLS0tfqdCu679ts46ODkLozZs3nJTc3FwdHR3uX2TEqwmYA+m6XtKioqL09HQ2m81ZJCYmhhBSVFTs6eAF1/XqELEKJdAnKhR1pKTnz5/39PScMWPGixcvpk+f3okcyNX1kvaJOhWwmHFxcWZmZtyd5YaGht++fWtubu4rFdoNemtAuDBydnaeMmUK/rqpqUlPT2/16tUdWk3AHEjXxZI+ffoUIZScnMxZ08/Pj8Fg4LcxCI+OVoeBgQHPnUUiVqEcPCXtKxWKCVbS5uZmdXV1Pz+/NuMXpTolKGlfqVNBinn37l2E0I0bNzgpPj4+enp6gucgAvp123z58mUKhfLzzz9fvnx52rRpSkpKb9++xReFh4ePGzeurq6OeDWCRUKliyVls9murq4qKio7d+48c+bMwoULEULnz58ns0htEbCYHK3bZhGrUA6ekvaVCsUEK+n169cRQgEBATv/v/r6euIchEoXS9pX6lSQYrJYLHt7e01Nzd27d8fGxi5atAghdOLEiXZzECX9um3GMOzs2bPfffedoqLimDFjHj9+zEn38/NDCFVXVxOvRrxIqHSxpNXV1QEBAdra2nJycvb29pw5eoSNgMXEtW6bCXIQNl0saV+pUEyAkh49erTNi4KlpaXEOQibLpa0r9SpIIduWVnZ/Pnz6XS6nJzcd999d/bsWe4LAH2lQruCgoncbWEAAABAn9Z/x4IBAAAAwgnaZgAAAEC4QNsMAAAACBdomwEAAADhAm0zAAAAIFygbQYAAACEC7TNAAAAgHCBthkAAAAQLtA2AwAAAMIF2mYAAABAuEDbDAAAAAgXaJsBAAAA4QJtMwAAACBcoG0GAAAAhAu0zQAAAIBwgbYZAAAAEC7QNgMAAADCBdpmAAAAQLhA2wwAAAAIF2ibAQAAAOECbTMAAAAgXKBtBgAAAIQLtM0AAACAcIG2GQAAABAu0DYDAAAAwgXaZgCEnaur68iRI8mOAgDQe6BtBgAAAIQLtM0AAACAcIG2GYA+DMOwqKgoa2trOTk5CwuLuLg4PH3GjBlWVlac1dhsNp1OX7p0KcEmCCE9Pb3Y2NjQ0FBVVdW3b99++fIlICCATqdLSUnp6+uHhYWx2Wx8zW/fvgUFBTEYDAaDsWHDhoMHD5qZmRGHBADoAAwAINxcXFwcHR3bXBQREUGhUAIDA2NjY+fOnYsQio6OxjAsJiYGIVRYWIivdu/ePYTQrVu3CDbBMIzBYIwdO9bAwGDFihWVlZV+fn40Gi00NDQmJiYgIAAhFBMTg6/p7e2tqKgYHh5+6tQpa2trBoNhampKHBIAQHDQNgMg7Pi1zXV1dUpKSmvWrOGkzJ4929DQEMOw2tpaKpW6b98+PD0oKGjgwIEsFotgEwzDGAyGnp5eQ0MD/nbatGnHjh3jrGlubr569WoMw168eIEQunDhAp5eU1OjqKiIt83E+QMABATXtAHoq16+fFlbW+vr68tJmTNnTn5+fktLi6KioouLS2JiIkIIw7ALFy74+PiIiYkRbIK/nTFjhqysLP764sWLixcvRgiVlpaeOXMmNzcXv6Z9//59KpXq7u6Or6akpOTi4tJuSD33OQAgeiTIDgAA0ElFRUUIIU5HL0dJSQmDwfDw8PDz86upqSkoKCgsLPTx8Wl3E4SQuro6JzEnJ2fdunVPnjxhsVi2trbKysqc/aqpqYmLi3PW1NbWfvnypSD5AwAEAW0zAH2VpqYmQigjI4O7QUUIqampIYSmTp1KoVBSU1NfvnxpaWmJt5fEmyCEOC3uly9f7O3tvby80tPTLSwsKBSKra0tvkhLS6uiooLNZouJ/Xvh7fPnz4KEBAAQEFzTBqCvMjExkZGRKS4uHvZfDx8+3Ldvn4yMDEKIRqONHz8+MTERv6AtyCbcHj58+PXr102bNllaWlIolIqKCvzMGCFkY2PT3NycnJyMv62vr8/IyOho/gAAAnDeDEAf8OnTp5MnT3KnmJubW1tbBwcHBwYGvn//3tTUNCsrKyIiIiwsjEKh4Ot4eHgEBAS0tLR4e3vjKTQajXgTDkNDQ3Fx8cDAQA8Pj+rq6gMHDkhKSmZmZmZnZw8fPtzd3X3+/PmhoaHq6ur79+/X1NTEcxA8fwAAEbIHowEA2sEZacUNHwvNZrP37NljZmYmIyNjZGS0Z88eNpvN2bCiokJcXHzMmDHcuRFswmAwdu7cyVkzJibG0NBQTk7OwcEhNTU1IyNDS0sLX6GhocHf319DQ2PIkCF79+4NDw93cnJqN38AgIAoGIb1/g8CAEDfxWQym5qaZGVlOf3NQUFBHz58iI+PJzcwAEQG9DcDADqmsLBQQUHhzp07+Fs2m52cnGxpaUluVACIEjhvBgB0DIZhTk5OVVVV4eHhsrKyhw4dunjxYkFBgba2NtmhASAi4LwZANAxFAolPj7eyspq/vz57u7uHz9+vH37NjTMAHQjOG8GAAAAhAucNwMAAADCpb+3zd++fdu+fTvPnaMiQFTLBQAA/YEotM2ampr79+/vxIa//PJLVFSUhYXFDz/88ODBA076Tz/9RGnLhg0bOh1kfX09hUJZsGAB/jYhIaETz7X95ZdfDh06xG/pq1evHB0d8acRUKnU1uXqhJ74KIhhGBYfH+/s7KysrKysrGxnZxcdHc15bDDiqm6ejxS0Kzg4mLsS5eTkbG1t8edhtIv7r0zAvzjOQS4yNdW5P1uABPgm6fTXOI5f1Qhy7HXLl3O367/zguXm5p49e/bly5dSUlIxMTHLli178OCBpKQkvlROTq71gWJhYdHp3YmLi48bN87ExAR/m5CQUF9f7+Xl1YmA+a1gbGw8cODAU6dOLVy4ECE0adKk1uXqhG7/KIitWLFi//79EydOXL9+PZVKvXr1qq+v7+vXr7ds2cKzJs9HCgQhIyNz8OBB/HVFRcXJkyenTZt2/fr1sWPHdvu+OAe5yNRUJ/5sAUePfpPwqxpBjr2ufzn3hP7bNu/atcvHx0dKSgohNHPmzJkzZ3IvlZaW7t6f+TIyMteuXetKDtwB8+Pv7//DDz8sWLAAnyKxdbk6ods/CgKZmZn79+/funXrmjVr8CKsXLkyODj4999/nzdv3pAhQ7hX7vpH2g9RqVTu2ly8eLGBgUFkZGRPtM0cUFMA9e43CYcgx55wHp+icE2bm6Gh4cmTJ1etWkWn0w0MDA4fPvzp0yd3d3cajaanp3fu3Dl8tbq6upiYmNmzZ3duL42NjStWrGAwGHQ63d/fPykpacCAAfgieXl57l7exYsXu7q64q/19PTCw8MRQiNGjIiJiUlMTKRQKP7+/nQ6nTNa/tu3b8rKylu3buXZI3fAa9as4beJk5NTXV3dzZs3O1euTtDT04uOjg4PDzcxMVFSUvL09KyqqkIIzZgxw8rKirMam82m0+lLly4lzm3jxo1mZmYhISHc0y+vXbt20KBBmZmZbe4d/0iRwFVP4MuXLwEBAXQ6XUpKSl9fPywsDL+WTlAWDMOioqKsra3l5OQsLCy4L4Xp6enFxsaGhoaqqqq+ffuWX+YIoW/fvgUFBTEYDAaDsWHDhoMHD3KesUiQf7dQVla2srLKy8vD37JYrC1btpiYmCgoKAh4uZvfAc99kNfU1HDXFMFe+B1OxJhMZmho6NChQxUUFEaPHv3o0aN2d0T8d9pmDDwlErzqBTwyCTIkOHiys7NdXV1pNJqqquqMGTPwZ3S2W0Du8Aj2yy/znkYQUpt13fpg4y4g97HH71Bp88u5pqamd8rbNlJmCu1eGhoakZGR+GsDA4OBAweuXLkyIyMDf/a7rq7ub7/9lp6ebmNjIycn19TUhGFYUlKShoYGv2l+V65cSaPRyltpbm7GV5gyZYqMjMzmzZtPnDjh4OCgrq6uqqqKL5KTkztx4gQnKz8/PxcXFz/fsFAAAA1USURBVPw1Z7LiDx8+uLm5jRs3Li8v79atWwihv//+G18nLS0NIZSXl8cTEnfAf/31F8Em3t7eP/30U7sfWm5u7tChQ52cnLKzs/GUo0ePVldXd/SjYDAYjo6Obm5uKSkpkZGRVCr1xx9/xDAsJiYGIVRYWIivdu/ePYTQrVu3CEJqbm4WExPbtm0bceTc1c09/7OAVU/Az8+PRqOFhobGxMQEBAQghGJiYojLEhERQaFQAgMDY2Nj586dixCKjo7mxDZ27FgDA4MVK1ZUVlbyyxzDMG9vb0VFxfDw8FOnTllbWzMYDFNTU3wRQf5tOnjw4MePH/ktDQoKUlJS4k5hMpn6+vqcCbeXLVsmISGxfv36uLg4/PEYCQkJrT927tf8Dnjug5zJZHLXFMFe+B1OxPz8/OTl5Xfs2BEXFzdq1CgajVZaWkq8I+K/0zZj4CmR4FUv4JFJkCG/g6ehoUFDQ8POzu7IkSPh4eFqamoTJkwQpIDc4fHbL0HmbSI+9tr9JuE+qIg/itZ13fpg4y4g97HH71Bp88uZyWQSlLeniWDbzDkEnz9/jhBauXIl/vbChQsIodzcXAzDgoKCJk+ezC/DlStXtvk7Ji0tDcOwhw8fIoTOnTuHr9zY2Kijo9OhthnDMB8fH3d3dwzDmEymmppaWFgYnr548eLhw4e3Dok7YOJNIiIirKys2v3Q/P39169fv3fvXhqNFhERUVRURKfTGxoaOvRR4IUyMjLiHMTz58+3tbXFMKy2tpZKpe7bt48T/8CBA1ksFkFIb9684f5g+SFomwWpegLTpk07duwY5625ufnq1asJylJXV6ekpIQ/cwI3e/ZsQ0NDTmx6enqcj5Rf5i9evEAIXbhwAU+vqalRVFTE22bi/NvEYDDu37/Pb2lQUJCCgkLpfz1//hw/+8eLVlRUJCEhsWvXLnxlNpv9/fffW1pa4m872jZjXAc5xlVTxHvhdzgRyMvLExMTO3PmDP62pqZGRkYmKiqKeEfEf6f8YuCUqENVL8iRSZwhv4MnKysLIXT37l08PTo6etGiRfgveOICcsIj2C9B5m0iPvba/SbhHFQEIfGra6zVwcb9+XOOPYLN2/xyJpcI9jc7ODjgL4YOHcr9Fu+tZLFYCKHXr1/r6+sTZKKgoJCQkMCTOGzYMITQ/fv3FRQUOP240tLSnp6ep06d6ly04uLiU6ZMuXz5cmhoKIvFSkxM/Pnnn1uvxh0w8SaDBg16/fo1hmHET+WTk5NbtmyZlpaWs7Ozv79/UFCQv7+/rKxs6zUJPgrc1KlTxcXF8deampr4t4+ioqKLi0tiYuLy5csxDMMfIcx5NEKbmpqaEELEHerEBKl6AhcvXsRflJaW3rx5Mzc3d+LEiQRlefnyZW1tra+vLyeHOXPmxMfHt7S04IPvZsyYwflI+WV+//59KpWKn04hhJSUlFxcXPARf+3m3wl1dXVaWlrcKQsXLsRPxXJycphMJudpkhQKZfbs2QsWLGhubu5KpfBody9tHk4EHj58iGEY5+9RSUkpLy9PVlb2/v37nS5OuzF0qOqRAEcmcYb8Dh5dXV1ZWdlVq1b98ssvY8eO9fHx4TyomxgnPIL9djpzftr9JsERhMSvrgkKyE3wzYWBCLbNVCqV4C3u8+fP1tbWxJmMHz++zUVFRUXa2trczYyOjg6/fDABpl1zd3c/ceJEaWlpbm5ueXn5rFmz2g2YYBNVVdXGxsb6+noFBQWCnUZEROAvLCws7t+/X15ezuky50HwUeDU1NTaTPfw8PDz86upqSkoKCgsLGz3D9vAwAAh9O7du9aLTp48SaFQ5s+fT5yDIFVPICcnZ926dU+ePGGxWLa2tsrKypxFbZYF737j9A1zlJSUMBgMhJC6unq7mRcVFampqXFaAoSQtrY23ja3m38nyMrK4udqCCFxcXFjY2PO0VtSUkKhULhj1tLSwjCsrKxM8N21e8C3uxd+hxM/RUVFKioq3HVNp9MF2RFB2O3G0KGqRwIcmcQZ8jt41NXVr1y5smHDhhkzZlAoFHd395CQEDs7u9YB8xSQEx7xfgXMXEDtfpO0GxK/um6N5/Pn5Czg5sJABNtmQXTlSe/q6uolJSVsNpvTPJeWlvJbuaysrN0Mx48fLy0tnZqamp2dbW1tjTdRxAELskmHdPQLkSA2jqlTp1IolNTU1JcvX1paWrb+Y+MhJydnbGx87tw5/FZITnpzc3NgYOCCBQvabZu74suXL/b29l5eXunp6RYWFhQKxdbWlrO0zbJoamoihDIyMni+CDgfJqfFJchcS0uroqKC+3D6/Pkz/qLd/DkYDManT58QQs3NzU5OTnhWV65ccXJy4llTUlKSMyaIB950ff78Gd8vQgjPs82vOX7aPeDb3UtH/zY1NTVramqYTKaExL/fZgUFBVQqtUPF4Qm73RgEr3rBS8EvQ+Ij09HR8ebNm9XV1ZmZmZGRkY6Ojq9fvzY0NCQuIPdVAYKCCJK54Mde1z8KfnXduolt8/MXfHNhIGrjtAWkrq5eXV3duW2trKzq6uo4V5mam5u5H1srLi7O+W6trq7Gx20Rk5OTmzBhQlJS0sWLF9s8aW4dMMEmlZWVMjIy8vLyHS1Xt6PRaOPHj09MTMQvAguyyaZNmx48eLB7927un/k7duxoaGjgXPXtIQ8fPvz69eumTZssLS0pFEpFRQX3reRtlsXExERGRqa4uHjYfz18+HDfvn0yMjKCZ25jY9Pc3JycnIy/ra+vz8jI6Gj+165de/r06dOnT7W1tf/880/89XfffdehT8DS0lJcXJwzJhbDsNjYWDMzs9a749bRA75zeyFgbW3NYrEuXbqEv21qarKzs4uJiSHeUSf+TrkJXjVdz5Dg4Llw4cLgwYOrqqpoNNr06dOPHz/OYrFyc3MFLyDBfgky59Ytx56AIfGrawFz7uLmvayfnjcbGRm9evWKYIWmpqbWE16qqKi4ubmNHz/ezs5u3rx5r1690tXVPXbs2JcvXzg/tIcPHx4REaGjoyMrK7t9+3Z+FwOlpaWzsrJu3LgxatQoSUlJNze3pUuXYhjGr21uHTC/TQoKCoyMjLpyYYAHwUfR7rYeHh4BAQEtLS2cbj9is2bNunr1alBQUHp6+rhx42RlZTMzMxMSEubPnz9hwoROBC84Q0NDcXHxwMBADw+P6urqAwcOSEpKZmZmZmdn408mbl0WGo0WHBwcGBj4/v17U1PTrKysiIiIsLCw1h8+QebDhw93d3efP39+aGiourr6/v37NTU18RwEz3/w4MH4C0lJST09PSMjo058Ajo6Ov7+/iEhIVVVVaampomJiampqa07CHkQHPDcB3kX90LA3Nzc09Nz0aJFhYWFenp6J06caG5u9vLyIt6RgH+nPLhLJGDVCIigromPzA8fPnh6enp7e7NYrNjYWGVlZfysWsACEuyXIHNugh97An6TEITEr64Rn4ONB8Hm3Hi+nDnpERERaWlply5dkpeX5/ea3647ozcHnvUQnnHaW7duxV+3tLQghC5evIi/ffbsGULo1atXGIYlJyerq6sT3EPV5mfFGeRZVVXl6+urqalJp9MDAwP37dvHGaedm5s7ZswY/La848eP//bbb22O0/7rr78MDAzk5eXxGyXLysooFMp3333Hr4ytA+a3ibe396pVqwT86NrV7kfBXSgMw9asWWNtbc15W1FRIS4uzrlFR0CxsbGTJ0/W0tJSUlKysbE5evQo980MBOO0Bal6AjExMYaGhnJycg4ODqmpqRkZGVpaWpz82ywLm83es2cPfjZmZGS0Z88eTh3xfDIEmTc0NPj7+2toaAwZMmTv3r3h4eFOTk7t5t+mdsdp89xDxaOlpSUsLMzIyEhOTs7GxubSpUucRfzGaRMc8NwHOfenQbAX4sOJn6ampqCgIH19fXl5+dGjR+NDfoh3JODfKU8M3CUSvOoFPDIJMiQ4eJKSkoYPHy4rK6uiojJx4sSsrKyOFpBgv/wyb1Pnxmm3eSMAQUj86prfwcZTXn6bE3w5c/j5+SGE8BtN+b3uRqLQNndCXV2dvLz8s2fPuiW3Q4cOcdrmzmlpaVFSUtq+fTu/FVoH3OYmTCZTS0vrxo0bXQkG9KaWlpa6ujruu8t+/vlnDw8PEkMCAJCun/Y3y8vLz5079+zZs2QH8q8rV67U1tbyu6CN2gq4zU3u3LmjqKjo7Ozcc6GC7lVYWKigoHDnzh38LZvNTk5Oxq+iAwD6LQomwE0+Iik3N3fSpEn4sy66mNXhw4c3bNhQUVHRiW2rqqqio6MPHjxoamrKubmlTZyAGxoa+G3i7e3t4uIitA/8SU5OXrduHb+lJ06csLGxEdW984NhmJOTU1VVVXh4uKys7KFDhy5evFhQUKCtrd37wQgn4aw4AHpU/22bEULr16/X0dHBJ17oiq60zUVFRVZWVpaWlqdOnSK4TxqHBzxlypQ2N3n9+rWfn9+dO3eIp/gAwqasrCw4OPjKlSvfvn0zMzOLiIjoyl2kAAAR0K/bZgAAAEAIwQkWAAAAIFz+D21zTW0kX97JAAAAAElFTkSuQmCC" /></p>
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</div>
<div id="effect-of-community-preferences-on-unweighted-equity-outcomes" class="section level1">
<h1>5.4.2 Effect of Community Preferences on unweighted Equity Outcomes</h1>
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<pre class="r"><code>summary(equity_preference)
</code></pre>
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<!-- rnb-output-begin 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 -->
<pre><code>
Call:
lm(formula = `Equity (y)` ~ Env_Clim_average + Pollution_countermeasures + 
    Electricity_Prices + Com_Tax_average + Employment, data = .)

Residuals:
     Min       1Q   Median       3Q      Max 
-1.36246 -0.64535 -0.09826  0.29244  3.14181 

Coefficients:
                            Estimate Std. Error t value Pr(&gt;|t|)  
(Intercept)               -3.576e-17  1.376e-01   0.000   1.0000  
Env_Clim_average           8.199e-02  1.469e-01   0.558   0.5799  
Pollution_countermeasures  9.389e-02  1.567e-01   0.599   0.5524  
Electricity_Prices         2.657e-01  1.509e-01   1.761   0.0856 .
Com_Tax_average            5.129e-01  1.942e-01   2.640   0.0117 *
Employment                -4.227e-01  2.098e-01  -2.015   0.0505 .
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 0.9432 on 41 degrees of freedom
Multiple R-squared:  0.2071,    Adjusted R-squared:  0.1104 
F-statistic: 2.142 on 5 and 41 DF,  p-value: 0.07959</code></pre>
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</div>
<div id="effect-of-community-preferences-on-change-in-equity-outcomes" class="section level1">
<h1>5.5 Effect of Community Preferences on Change in Equity Outcomes</h1>
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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuc3VtbWFyeShjaGFuZ2VfZXF1aXR5X3ByZWZlcmVuY2UpXG5cbmBgYCJ9 -->
<pre class="r"><code>summary(change_equity_preference)
</code></pre>
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<!-- rnb-output-begin 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 -->
<pre><code>
Call:
lm(formula = Equity_change ~ Env_Clim_average + Pollution_countermeasures + 
    Electricity_Prices + Com_Tax_average + Employment, data = .)

Residuals:
     Min       1Q   Median       3Q      Max 
-3.09130 -0.42256  0.05912  0.60179  1.67093 

Coefficients:
                            Estimate Std. Error t value Pr(&gt;|t|)  
(Intercept)               -2.937e-17  1.388e-01   0.000   1.0000  
Env_Clim_average          -4.546e-02  1.482e-01  -0.307   0.7606  
Pollution_countermeasures -1.901e-01  1.581e-01  -1.202   0.2361  
Electricity_Prices        -2.758e-01  1.522e-01  -1.813   0.0772 .
Com_Tax_average           -4.049e-01  1.959e-01  -2.067   0.0451 *
Employment                 3.592e-01  2.116e-01   1.697   0.0972 .
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 0.9512 on 41 degrees of freedom
Multiple R-squared:  0.1935,    Adjusted R-squared:  0.09514 
F-statistic: 1.967 on 5 and 41 DF,  p-value: 0.104</code></pre>
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<div id="multicolinearity-diagnostics" class="section level2">
<h2>Multicolinearity diagnostics</h2>
<!-- rnb-text-end -->
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<pre class="r"><code>vif(change_equity_preference)
</code></pre>
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<!-- rnb-output-begin eyJkYXRhIjoiICAgICAgICAgRW52X0NsaW1fYXZlcmFnZSBQb2xsdXRpb25fY291bnRlcm1lYXN1cmVzICAgICAgICBFbGVjdHJpY2l0eV9QcmljZXMgXG4gICAgICAgICAgICAgICAgIDEuMTE2MzgwICAgICAgICAgICAgICAgICAgMS4yNzAyMDggICAgICAgICAgICAgICAgICAxLjE3Njk4NiBcbiAgICAgICAgICBDb21fVGF4X2F2ZXJhZ2UgICAgICAgICAgICAgICAgRW1wbG95bWVudCBcbiAgICAgICAgICAgICAgICAgMS45NTA4NTQgICAgICAgICAgICAgICAgICAyLjI3NTk3MSBcbiJ9 -->
<pre><code>         Env_Clim_average Pollution_countermeasures        Electricity_Prices 
                 1.116380                  1.270208                  1.176986 
          Com_Tax_average                Employment 
                 1.950854                  2.275971 </code></pre>
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</div>
<div id="heteroskedasticity-diagnostics" class="section level2">
<h2>Heteroskedasticity diagnostics</h2>
<!-- rnb-text-end -->
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<!-- rnb-plot-begin eyJjb25kaXRpb25zIjpbXSwiaGVpZ2h0Ijo0MzIuNjMyOSwic2l6ZV9iZWhhdmlvciI6MCwid2lkdGgiOjcwMH0= -->
<p><img src="data:image/png;base64,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" 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" 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" 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" /></p>
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</div>
</div>
<div id="effect-of-equity-factors-on-equity-equity-per-gwh" class="section level1">
<h1>5.6 Effect of Equity factors on Equity &amp; Equity per GWh</h1>
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<pre class="r"><code>vif(epg.tech) # can't use because of multicolinearity
</code></pre>
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<pre><code>        `CO2 Offset (weighted)`          `PM Offset (weighted)` `Electricity Prices (weighted)` 
                    1542.366468                        9.493532                        1.174966 
     `Community Tax (weighted)`         `Employment (weighted)`       `Satisfaction (weighted)` 
                    2341.275841                      582.790339                        1.024218 </code></pre>
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<pre class="r"><code># can't use because of multicolinearity
vif(epg.tech)
</code></pre>
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<pre><code>        `CO2 Offset (weighted)`          `PM Offset (weighted)` `Electricity Prices (weighted)` 
                    1542.366468                        9.493532                        1.174966 
     `Community Tax (weighted)`         `Employment (weighted)`       `Satisfaction (weighted)` 
                    2341.275841                      582.790339                        1.024218 </code></pre>
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<ol start="6" style="list-style-type: decimal">
<li>Effect of Demographics on Equity per GWh</li>
</ol>
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<pre class="r"><code>summary(epg.dem)
</code></pre>
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<pre><code>
Call:
lm(formula = formula, data = .)

Residuals:
    Min      1Q  Median      3Q     Max 
-1.4468 -0.3531 -0.0002  0.2219  3.5987 

Coefficients:
                                   Estimate Std. Error t value Pr(&gt;|t|)   
(Intercept)                        -0.04308    0.12526  -0.344  0.73279   
Population_2010                    -0.16663    0.20208  -0.825  0.41475   
Income_taxable_per_capita_2010     -0.02446    0.12806  -0.191  0.84953   
Unemployment_2010                  -0.03780    0.13170  -0.287  0.77565   
Age_median_2010                     0.31872    0.18225   1.749  0.08841 . 
Ratio_Revs_Exp_2010                -0.16926    0.13907  -1.217  0.23109   
PercentTotal_Migration_2010         0.19916    0.18105   1.100  0.27825   
`Percent_University Educated_2010`  0.59029    0.19664   3.002  0.00472 **
---
Signif. codes:  0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1

Residual standard error: 0.841 on 38 degrees of freedom
  (1 observation deleted due to missingness)
Multiple R-squared:  0.3114,    Adjusted R-squared:  0.1845 
F-statistic: 2.454 on 7 and 38 DF,  p-value: 0.03522</code></pre>
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<pre class="r"><code>exp(0.590)
</code></pre>
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<pre><code>[1] 1.803988</code></pre>
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" /></p>
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<p>However, this is a very small sample. The fact that we garnered statistically significant results is great, but we would feel better if we could use another method that retains validity despite small sample sizes. For this reason, we turn to permutation tests.</p>
<p>Permutation tests create 1000 different versions of the dataset, where everything remains the same, except the outcome variable gets randomly shuffled. This allows us to see what statistics we would get if the observed outcomes were assigned by chance. The more permutations, the higher detail we can use to justify whether our results really are statistically significant.</p>
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<pre class="r"><code># First, we can gather 1000 permutations of the dataset

perms &lt;- more %&gt;%
  # Transform outcome to decrease heteroskedasticity
  mutate(`Equity per GWh` = log(`Equity per GWh` + 1)) %&gt;%
  # Select variables for model
  select(`Equity per GWh`,   Income_taxable_per_capita_2010, Unemployment_2010,
         Ratio_Revs_Exp_2010, Population_2010, Age_median_2010, 
         `Percent_University Educated_2010`,
         PercentTotal_Migration_2010) %&gt;%
  # rescale variables
  scale() %&gt;% as.data.frame() %&gt;%
  # Permute 1000 times, shuffling the Equity per GWh variable
  permute(n = 1000, `Equity per GWh`)</code></pre>
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<pre class="r"><code># Second, we run models on these 1000 permuted datasets
models &lt;- map(perms$perm, ~ lm(formula = formula, data = .))
remove(perms)</code></pre>
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<pre class="r"><code># Third, we collect model-level statistics from each model using the glance function
null.model &lt;- map_df(models, broom::glance, .id = &quot;id&quot;)

# Fourth, we collect the coefficient tables for each model using the tidy function
null.coef &lt;- map_df(models, broom::tidy, .id = &quot;id&quot;)</code></pre>
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<pre class="r"><code># Was the observed model statistic (F-statistic) more extreme than the statistics generated by chance?
# Evaluate if it was greater than or not (TRUE/FALSE == 1/0)
# Add together, and divide by total
mean(null.model$statistic &gt; broom::glance(epg.dem)$statistic)</code></pre>
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<pre class="r"><code>null.coef %&gt;% 
  # Grab the estimate
  select(id, term, estimate) %&gt;%
  # Join in the observed estimate and std. error
  left_join(by = &quot;term&quot;,
            y = epg.dem %&gt;% 
              tidy() %&gt;% 
              select(term, 
                     estimate.obs = estimate, 
                     std.error.obs = std.error)) %&gt;%
  # For each term,
  group_by(term) %&gt;%
  summarize(
    # Get the original observed estimate
    estimate.perm = mean(estimate.obs),
    # and calculate the percentile
    # how many times out of the total that the observed was more extreme than the null
    percentile = mean(estimate &gt; mean(estimate.obs))
  ) %&gt;%
  # Now convert that into a p.value by...
  # Getting how far it is from the middle
  mutate(
    estimate.perm = estimate.perm %&gt;% round(3),
    p.value = if_else(
    percentile &gt; 0.50, 
    1 - percentile, 
    percentile))</code></pre>
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<p>Good news; pretty solid verification of results via permutation tests as well, which tend to be more robust to small-sample sizes.</p>
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<pre class="r"><code>remove(null.coef,
       null.model,
       models,
       more, more_longer)
</code></pre>
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<ol start="7" style="list-style-type: decimal">
<li>Bivariate correlations to find pearson product moment correlation coefficients</li>
</ol>
<p>Because we couldn’t assess the effect of equity components on the equity scores we created due to multicolinearity, instead, we use pearson’s r, the correlation coefficient, to describe this.</p>
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<pre class="r"><code>
dat %&gt;%
  # Select equity outcomes and equity components (raw measures used to build equity outcomes)
  select(`Town`, `Equity (y)`, `Equity per GWh`,
         `CO2 Offset per capita (Total)`,`PM Offset per capita (Total)`,
         `Savings per kWh (weighted average)`,`FAT Revenue per capita (Total)`,
         `Net Jobs per capita (Total)`,`RE kW unwanted per capita`) %&gt;%
  # Now pivot longer into a tidy format
  pivot_longer(
    # Holding Town ID and the equity outcomes as indexes
    cols = -c(`Town`, `Equity (y)`, `Equity per GWh`),
    names_to = &quot;measure&quot;,
    values_to = &quot;value&quot;) %&gt;%
  # Now for each equity component
  group_by(`Measure` = measure) %&gt;%
  summarize(
    # Calculate Pearson's r for its correlation with Equity
    `Correlation: Equity` = cor(
      `Equity (y)`, value, 
      use = &quot;complete.obs&quot;, method = &quot;pearson&quot;) %&gt;% 
      # rounded to 3 digits
      round(3),
    # Calculate Pearson's r for its correlation with Equity per GWh
    `Correlation: Equity per GWh` = cor(
      `Equity per GWh`, value, 
      use = &quot;complete.obs&quot;, method = &quot;pearson&quot;) %&gt;% 
      # rounded to 3 digits
      round(3))
    </code></pre>
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</div>

<div id="rmd-source-code">---
title: "Drivers of social equity in renewable energy at the municipal level: The case of local Japanese energy policy and preferences"
subtitle: "Multicolinearity tests"
output: 
  pdf_document:
    toc: TRUE
---


# 1. Introduction

This document describes and records the code used in our paper, "Drivers of social equity in renewable energy at the municipal level: The case of local Japanese energy policy and preferences." Below, we outline the questions we aim to answer, approach, and R code used to answer our questions, one by one.


# 1.1 Load Packages

```{r, message = FALSE, warning=FALSE}
# Load packages
require(tidyverse)
require(readxl)
require(Amelia)
require(distributions3)
require(gtools)
require(car)
require(scales)
require(lmtest)
require(modelr)
require(purrr)
set.seed(12345)
```


# 1.2 Import Data

First, we import data. The excel file *"population_data.xlsx"* contains data for all 1741 Japanese municipalities, while the excel file *"sampling_frame.xlsx"* contains information on each town in the sampling frame. It also contains responses for the actual towns which responded to our survey. Finally, *"regression_table.xlsx"* contains the data for the 47 final towns in our analysis, which we use to produce regression results.
```{r, message = FALSE, warning = FALSE}
# Import population data
pop = read_xlsx("population_data.xlsx")

# Import sampling frame
sample = read_xlsx("sampling_frame.xlsx")

# Import final set of cases
dat = read_csv("regression_table.csv")
```


# 2. Descriptive Statistics

Next, we calculate descriptive statistics for each key concept in our dataset. These are represented in Appendix A in our manuscript.
```{r}
# These are the variable names we care about
order = c(
    # Dependent Variables
    "Equity (y)","Equity per GWh","Burden (100 scale)",
    # Values not weighted by community official preferences,
    # provided for comparison
    "Equity (non-weighted)","Burden (non-weighted)",
    # Technological Factors
    # Renewable Energy
    "RE GWh","Solar GWh","Wind GWh","Biomass GWh",         
    # Renewable Resources
    "PV_output_2018 (kWh/kWp/annum)","Windspeed_2018","Biomass Capacity Factor",
    # Raw Equity Factors
    "CO2 Offset per capita (Total)", "PM Offset per capita (Total)",
    "Savings per kWh (weighted average)", "FAT Revenue per capita (Total)",
    "Net Jobs per capita (Total)","RE kW unwanted per capita",
    # Survey Responses
    "Environmental_conservation", "Climate_change_countermeasures",
    "Pollution_countermeasures","Community_Development",
    "Community_Tax_Base","Electricity_Prices",
    "Employment", "Social_Equity",         
    "Disaster_Resilience","Fair_Labor_Conditions",
    # Survey Responses (Transformed)
    "Com_Tax_average","Env_Clim_average",
    # Demographic Data
    "Population_2010","Income_taxable_per_capita_2010",
    "Unemployment_2010","Age_median_2010","Ratio_Revs_Exp_2010")

# To generate descriptive statistics,
dat %>%
  # Let's pivot this dataset into tidy format.
  pivot_longer(cols = -c(Town, Prefecture, `Power Company`),
               names_to = "measure",
               values_to = "value") %>%
  # Now filter to just the variables we care about for our analysis
  filter(measure %in% order) %>%
  # Now for each measure,
  group_by(measure) %>%
  # We calculate these summary statistics
  summarize(`Median` = median(value, na.rm = TRUE),
            `Average` = mean(value, na.rm = TRUE),
            `Std. Dev.` = sd(value, na.rm = TRUE),
            `Min` = min(value, na.rm = TRUE),
            `Max` = max(value, na.rm = TRUE),
            `Cases` = n())

# This output is used to create Appendix A: Descriptive Statistics.
```
                              

# 3. Representativeness

Next, we would like to verify whether the towns which responded to our survey are representative of the population in terms of the traits that we care about. To do that, first, we must deal with missing data at the population level. We use multiple imputation via the **amelia** package to fill in data points for variables missing data for less than 5 percent of cases. We do this on the entire dataset, incorporating latent trends in this data to more accurately fill in missing data.

First, we calculate the logical bounds of our variables. These are the range of values that we allow missing data points to take on in the multiple imputation process. This helps avoid situations where we might fill in missing data for a scale from 0-100 with, say, 120, and impossible value.

## 3.1 Calculate Logical Bounds for Multiple Imputation
```{r}
bounds = pop %>%
  # pivot to tidy, long form so we can calculate summary statistic easily
  pivot_longer(cols = -c(Code, Town_Japanese, Prefecture_Town_Japanese, 
                         Prefecture_English, Prefecture_Town_English, Town_English),
               names_to = "measure",
               values_to = "value") %>%
  group_by(measure) %>%
  summarize(
    # Calculate percentage of missing data points in that column
    missing_percent = sum(if_else(is.na(value), 1, 0)) / n(),
    # Calculate minimum value for that column
    min = min(value, na.rm = TRUE),
    # calculate maximum value for that column
    max = max(value, na.rm = TRUE)) %>%
  # filter this list to just variables missing less than 5%
  filter(missing_percent < 0.05) %>%
  # create an id number for each measure
  mutate(column.number = 1:n()) %>% ungroup 
```

## 3.2 Multiple Imputation with Amelia
```{r, message = FALSE, warning = FALSE}
# Next, we use multiple imputation on the data
imp = pop %>%
  # selecting just the municipality code and columns identified in the logical bounds calculation,
  # conveniently in the same order as in the logical bounds dataframe 
  select(Code, bounds$measure) %>%
  amelia(m = 5, # calculate  
         idvars = "Code", # omit this variable in imputation
         # max.resample = 10000, # max number of times to resample
         seed = 12345, # unique string for replication
         bounds = bounds %>%
           # rename columns to format expected by amelia, and 
           # remove missing_percent column, which we no longer need
           select(-measure, -missing_percent) %>%
           select(column.number, lower.bound = min, upper.bound = max) %>% 
           # convert to matrix, which amelia expects
           as.matrix()) 

# How much was missing from each?
summary(imp)
```


## 3.3 Calculate Difference of Means across Imputations

```{r}
# Let's use one-sample t-tests to compare whether 
# our average sample average is statistically significantly different 
# from the population average for key demographic and technological variables 
# that we could collect at both levels.
# This allows us to tell how representative the survey sample data used later in the paper is.

# Calculate test statistic (difference of means) for each imputation
imp.stat = function(data){
  data %>%
    summarize(
      # Calculate test statistic
      SolarkW_statistic = t.test(
        dat$SolarkW, 
        mu = mean(data$SolarkW))$statistic,
      WindkW_statistic = t.test(
        dat$WindkW, 
        mu = mean(data$WindkW))$statistic,
      BiomasskW_statistic = t.test(
        dat$BiomasskW, 
        mu = mean(data$BiomasskW))$statistic,
      Population_2010_statistic = t.test(
        dat$Population_2010, 
        mu = mean(data$Population_2010))$statistic,
      Income_taxable_per_capita_2010_statistic = t.test(
        dat$Income_taxable_per_capita_2010, 
        mu = mean(data$Income_taxable_per_capita_2010))$statistic,
      Unemployment_2010_statistic = t.test(
        dat$Unemployment_2010, 
        mu = mean(data$Unemployment_2010))$statistic,
      Age_median_2010_statistic = t.test(
        dat$Age_median_2010, 
        mu = mean(data$Age_median_2010))$statistic,
      Ratio_Revs_Exp_2010_statistic = t.test(
        dat$Ratio_Revs_Exp_2010, 
        mu = mean(data$Ratio_Revs_Exp_2010))$statistic,
      Local_taxes_per_capita_2010_statistic = t.test(
        dat$Local_taxes_per_capita_2010, 
        mu = mean(data$Local_taxes_per_capita_2010))$statistic,
      # Calculate standard error
      SolarkW_se = t.test(
        dat$SolarkW, 
        mu = mean(data$SolarkW))$stderr,
      WindkW_se = t.test(
        dat$WindkW, 
        mu = mean(data$WindkW))$stderr,
      BiomasskW_se = t.test(
        dat$BiomasskW, 
        mu = mean(data$BiomasskW))$stderr,
      Population_2010_se = t.test(
        dat$Population_2010, 
        mu = mean(data$Population_2010))$stderr,
      Income_taxable_per_capita_2010_se = t.test(
        dat$Income_taxable_per_capita_2010, 
        mu = mean(data$Income_taxable_per_capita_2010))$stderr,
      Unemployment_2010_se = t.test(
        dat$Unemployment_2010, 
        mu = mean(data$Unemployment_2010))$stderr,
      Age_median_2010_se = t.test(
        dat$Age_median_2010, 
        mu = mean(data$Age_median_2010))$stderr,
      Ratio_Revs_Exp_2010_se = t.test(
        dat$Ratio_Revs_Exp_2010, 
        mu = mean(data$Ratio_Revs_Exp_2010))$stderr,
      Local_taxes_per_capita_2010_se = t.test(
        dat$Local_taxes_per_capita_2010, 
        mu = mean(data$Local_taxes_per_capita_2010))$stderr) %>%
      return()
}
 
# Collect difference of means and standard error for each imputed dataset
imp.result = imp$imputations %>%
  lapply(imp.stat) %>%
  bind_rows(.id = "imp") %>%
  # Pivot long ways
  pivot_longer(cols = -imp, names_to = "measure", values_to = "value") %>%
  # Classify each data point as a statistic or standard error
  mutate(type = str_extract(measure, "_se|_statistic") %>% str_remove("_"), 
         measure = str_remove(measure, "_se|_statistic")) %>%
  # Pivot wider into a format mi.meld can receive to average results
  pivot_wider(id_cols = measure,
              names_from = c(type, imp),
              values_from = value)


# To prepare for calculating p.values from averaged test statistics, 
# we are going to make a normal t-distribution
require(distributions3)
# calculate the distribution with 46 degrees of freedom
t46 = StudentsT(df = 46)

# Use Rubin's Rules to average the statistic,
# and merge the standard error within imputations and between imputations
mi.meld(q = imp.result %>%
          # grab means
          select(statistic_imp1, statistic_imp2,statistic_imp3,statistic_imp4, statistic_imp5), 
        se = imp.result %>%
          # grab standard deviations
          select(se_imp1,se_imp2,se_imp3,se_imp4,se_imp5),
        # Each column is a set of results from an imputed dataframe
        byrow = FALSE) %>%
  # bind results together
  bind_rows() %>%
  # Add variable names back in
  mutate(measure = imp.result$measure)  %>%
  # reorder and rename columns
  select(measure, stat = q.mi, se = se.mi) %>%
  # Now calculate
  mutate(p.value = 1 - cdf(t46, abs(stat)) + cdf(t46, -abs(stat))) %>%
  # Add asterisks
  mutate(significance = stars.pval(p.value))

```


```{r}
remove(imp.stat, imp.result, t46, order)
detach("package:distributions3", unload = TRUE)
```

This suggests that our sample differs from the population in a statistically significant way for the installed capacity of Wind and Biomass, and the median age. Fortunately, wind and biomass make up a tiny portion of renewables in Japan overall, and most of cities' equity scores are determined by solar anyways, because it constitutes such a large share of Japanese renewables. With these limitations in mind, we proceed with our analysis.

# 4. Sample Survey Descriptive Statistics

Next, we calculate descriptive statistics on results from our survey sample.
```{r}
dat %>% 
  # Select survey responses
  select(Town, Environmental_conservation, Climate_change_countermeasures,
         Pollution_countermeasures,Electricity_Prices,Community_Tax_Base,
         Employment,Fair_Labor_Conditions,Community_Development,Disaster_Resilience,Social_Equity) %>%
  # pivot to tidy format for summary analysis
  pivot_longer(cols = -Town,
               names_to = "measure",
               values_to = "value") %>%
  # For each item in the survey
  group_by(measure) %>%
  # Calculate the mean and standard deviation of their response
  summarize(
    mean = mean(value),
    sd = sd(value))
```


# 5. Modeling

Next, we model our variables. For each model, we display the summary table, and then run diagnostics. We display multicolinearity tests, namely results from the variance inflation factor (VIF) test. The gold standard for VIF is below 2.5, while extremely problematic values tend to be over 10. None of our models have VIFs over 3; most are at or under 2.5. As a result, we proceed with confidence that multicolinearity is not a problem in our models.

## 5.1 Model 1: Effect of Technology on Equity

```{r}
# Model 1: Effect of Technology on Equity ------------

equity = dat %>% 
  # rescale variables so that our beta estimates are standardized
  select(`Equity (y)`, `Solar GWh`, `Wind GWh`, `Biomass GWh`,
               `PV_output_2018 (kWh/kWp/annum)`, Windspeed_2018) %>%
  scale() %>% as.data.frame() %>%
  # run model
  lm(formula = `Equity (y)` ~ `Solar GWh` + `Wind GWh` + `Biomass GWh` + 
               `PV_output_2018 (kWh/kWp/annum)` + Windspeed_2018)

summary(equity)
```

```{r}
# What is the average VIF for this model?
mean(vif(equity))
```

```{r}
# Report individual VIF results
vif(equity) # variance inflation factors
```

Next, we evaluate heteroskedasticity. The plots below indicate some heteroskedasticity, but multiple regression tends to be quite robuts against it. As a result, we also plot residuals to evaluate whether they are normally distributed or are experiencing autocorrelation of some sort. We see little evidence of this.

```{r}
# Diagnostic Plots
plot(equity)
```

```{r}
# Plot residuals
ggplot(mapping = aes(x = equity$residuals)) +
  geom_histogram(fill = "steelblue", color = "white") +
  labs(title = "Distribution of Residuals", x = "Residuals")
# Pretty normally distributed; just limited by small number of cases.
```


## 5.2 Models 2-3: Interaction Effects on Equity

```{r}
equity2 <- dat %>%
  # rescale variables so that our beta estimates are standardized
  select(`Equity (y)`, `Solar GWh`, `Wind GWh`, `Biomass GWh`,
               `PV_output_2018 (kWh/kWp/annum)`, Windspeed_2018) %>%
  scale() %>% as.data.frame() %>%
  # apply interaction efect for Solar and Solar Resources
  lm(formula = `Equity (y)` ~ `Solar GWh` + `Wind GWh` + `Biomass GWh` + 
                `PV_output_2018 (kWh/kWp/annum)` + Windspeed_2018 + 
                `Solar GWh`*`PV_output_2018 (kWh/kWp/annum)`)

summary(equity2)
```

```{r}
# Calculate average variance inflation factor
mean(vif(equity2))
# Variance inflation factor is *always* higher when you use interaction effects, 
# because both a variable and its interaction appear in the model. 
# Since these are obviously related sets of numbers, they are highly correlated.
# As a result, VIF is not hugely useful here.
```

```{r}
equity3 <- dat %>%
  # rescale variables so that our beta estimates are standardized
  select(`Equity (y)`, `Solar GWh`, `Wind GWh`, `Biomass GWh`,
               `PV_output_2018 (kWh/kWp/annum)`, Windspeed_2018) %>%
  scale() %>% as.data.frame() %>%
  # apply interaction efect for Solar and Solar Resources
  lm(formula = `Equity (y)` ~ `Solar GWh` + `Wind GWh` + `Biomass GWh` + 
                `PV_output_2018 (kWh/kWp/annum)` + Windspeed_2018 + 
                `Wind GWh`*Windspeed_2018)
summary(equity3)
```

```{r}
mean(vif(equity3))
# In contrast, this VIF is just absurd, 
# and it is entirely due to the fact that the variables 
# Wind, Windspeed, and their interaction effect are highly correlated.
# This is why interaction effects are useful for further exploring variables,
# but our main results depend on our primary equity model.
```

# 5.3 Transformations of Model 1

```{r}
# These transformations reduces each reduce heteroskedasticity.
# Reciprocal transformation appears to improve it.
dat %>%
  mutate(
    original = `Equity (y)`,
    reciprocal = (1 / `Equity (y)`),
    sqrt = `Equity (y)` %>% sqrt,
    log = `Equity (y)` %>% log) %>%
  select(original, reciprocal, sqrt, log)
```


```{r}
# Next, we transformed equity to adjust for heteroskedasticity.
# which likely led to our non-constant variance (heteroskedasticity)
equity_transformed = dat %>%

  mutate(`Equity (y)` = (1 / `Equity (y)`)  ) %>%
  # rescale variables so that our beta estimates are standardized
  select(`Equity (y)`, `Solar GWh`, `Wind GWh`, `Biomass GWh`,
               `PV_output_2018 (kWh/kWp/annum)`, Windspeed_2018) %>%
  scale() %>% as.data.frame() %>%
  # run model
  lm(formula = `Equity (y)` ~ `Solar GWh` + `Wind GWh` + `Biomass GWh` + 
               `PV_output_2018 (kWh/kWp/annum)` + Windspeed_2018)
summary(equity_transformed)
```

```{r}
# But our residuals STILL appear non-normal - so that's not ideal!
ggplot(mapping = aes(x = equity_transformed$residuals)) +
  geom_histogram(fill = "steelblue", color = "white") +
  labs(x = "Residuals (Reciprocal Transformation)")

# Transforming our results means dramatically changing the meaning of our dependent variable - not ideal - with little evidence that it has improved our distribution of residuals.
# It also removes the effect of a few strong outliers on the data in a dataset that is already small,
# when that is actually an important effect.
# Further removing cases cases jeopardizes the validity of the sample.
# As a result, we invite the readers to read the original results with a cautious eye, understanding that they are shaped by outliers.
```


# 5.4.1 Effect of Community Preferences on Equity Outcomes

```{r}
equity_preference = dat %>%

  # rescale variables so that our beta estimates are standardized
  select(`Equity (y)`, Env_Clim_average, Pollution_countermeasures, 
              Electricity_Prices, Com_Tax_average, Employment) %>%
  scale() %>% as.data.frame() %>%
  lm(formula = `Equity (y)` ~ Env_Clim_average + Pollution_countermeasures + 
              Electricity_Prices + Com_Tax_average + Employment)

summary(equity_preference)
```

```{r}
# Great VIF results - not multicolinearity
mean(vif(equity_preference))
```

```{r}
vif(equity_preference)
```

```{r}
plot(equity_preference)
# Surprisingly alright, given sample size. One outlier (# 9)
```
# 5.4.2 Effect of Community Preferences on unweighted Equity Outcomes

```{r}
equity_preference_unweighted = dat %>%
  # rescale variables so that our beta estimates are standardized
  select(`Equity (non-weighted)`, Env_Clim_average, Pollution_countermeasures, 
              Electricity_Prices, Com_Tax_average, Employment) %>%
  scale() %>% as.data.frame() %>%
  lm(formula = `Equity (non-weighted)` ~ Env_Clim_average +
       Pollution_countermeasures + 
              Electricity_Prices + Com_Tax_average + Employment)


summary(equity_preference)
```



# 5.5 Effect of Community Preferences on Change in Equity Outcomes

```{r}
change_equity_preference = dat %>%

  # rescale variables so that our beta estimates are standardized
  select(`Equity_change`, Env_Clim_average, Pollution_countermeasures, 
              Electricity_Prices, Com_Tax_average, Employment) %>%
  scale() %>% as.data.frame() %>%
  lm(formula = `Equity_change` ~ Env_Clim_average + Pollution_countermeasures + 
              Electricity_Prices + Com_Tax_average + Employment)
summary(change_equity_preference)

```

## Multicolinearity diagnostics
```{r}
vif(change_equity_preference)
# Excellent Results
```

## Heteroskedasticity diagnostics
```{r}
plot(change_equity_preference)
# Remarkably good considering the sample size.
```

# 5.6 Effect of Equity factors on Equity & Equity per GWh
```{r}
# (or, why we had to use pearson product moment correlation coefficents instead)

epg.tech <- dat %>%
  select(`Equity (y)`, `CO2 Offset (weighted)`, `PM Offset (weighted)`,
                 `Electricity Prices (weighted)`, `Community Tax (weighted)`,
                 `Employment (weighted)`, `Satisfaction (weighted)`) %>%
  scale() %>% as.data.frame() %>%
  lm(formula = `Equity (y)` ~ `CO2 Offset (weighted)` + `PM Offset (weighted)` +
                 `Electricity Prices (weighted)` + `Community Tax (weighted)`+
                 `Employment (weighted)` + `Satisfaction (weighted)`)
vif(epg.tech) # can't use because of multicolinearity
```

```{r}
epg.tech <- dat %>%
  select(`Equity per GWh`, `CO2 Offset (weighted)`, `PM Offset (weighted)`,
                 `Electricity Prices (weighted)`, `Community Tax (weighted)`,
                 `Employment (weighted)`, `Satisfaction (weighted)`) %>%
  scale() %>% as.data.frame() %>%
  lm(formula = `Equity per GWh` ~ `CO2 Offset (weighted)` + `PM Offset (weighted)` +
                 `Electricity Prices (weighted)` + `Community Tax (weighted)`+
                 `Employment (weighted)` + `Satisfaction (weighted)`)
# can't use because of multicolinearity
vif(epg.tech)
```

6. Effect of Demographics on Equity per GWh

```{r}
# Finally, we test whether social and demographic measures seem related to Equity per GWh.
# Put in other words, do certain kinds of communities end up with higher equity potential than others?

# First, we do an exploratory analysis with correlations.

# Let's pivot the data into a longer format for analysis
more_longer = dat %>%
  select(
     Town, Prefecture,
    `Equity per GWh`, `Equity (y)`, 
    Income_taxable_per_capita_2010, Unemployment_2010,
         Ratio_Revs_Exp_2010, Population_2010, Age_median_2010,
    PercentTotal_Migration_2010,
    `Percent_University Educated_2010`) %>%
  # To make several variables easier to read,
  # let's divide by millions
  mutate(Population_2010 = Population_2010 / 1000,
         Income_taxable_per_capita_2010 = Income_taxable_per_capita_2010 / 1000) %>%
 pivot_longer(
    # Holding Town ID and the equity outcomes as indexes
    cols = -c(`Town`, `Prefecture`, `Equity (y)`, `Equity per GWh`),
    names_to = "measure",
    values_to = "value") 

# Which variables are correlated with Equity per GWh? Or Equity, for that matter?
more_longer %>%
  group_by(`Measure` = measure) %>%
  summarize(
    # Calculate Pearson's r for its correlation with Equity
    `Correlation: Equity` = cor(
      `Equity (y)`, value, 
      use = "complete.obs", method = "pearson") %>% 
      # rounded to 3 digits
      round(3),
    # Calculate Pearson's r for its correlation with Equity per GWh
    `Correlation: Equity per GWh` = cor(
      `Equity per GWh`, value, 
      use = "complete.obs", method = "pearson") %>% 
      # rounded to 3 digits
      round(3))

# Looks like Median Age (r = -0.200), 
# Total Migration per capita (r = 0.362), and 
# Taxable Income per capita (r = 0.509) 
# have the strongest associations with Equity per GWh
```


```{r}
# Let's put these in a model!

# We want to test associations between these variables
formula = `Equity per GWh` ~ Population_2010 + 
       Income_taxable_per_capita_2010 + 
       Unemployment_2010 + Age_median_2010 + Ratio_Revs_Exp_2010 + 
       PercentTotal_Migration_2010 + `Percent_University Educated_2010`

# Run the model
epg.dem <- dat %>%
  # Let's log-transform Equity per GWh, which varies greatly a scale that can be assessed with more constant variance
  # Problem: Equity per GWh has positive AND negative values, and log transforming will turn our negative values to NA.
  # To deal with this, we are going to adjust Equity per GWh 
  # by adding a constant, 1, to all negatives to boost all values into positive values,
  # and then calculate the log of this.
  mutate(`Equity per GWh` = log(1 + `Equity per GWh`)) %>%
  # Now, rescale all variables to be mean-centered at 0 (Z-scores) 
  # so we can get standardized effects
    select(`Equity per GWh`,  Income_taxable_per_capita_2010, Unemployment_2010,
         Ratio_Revs_Exp_2010, Population_2010, Age_median_2010, 
  `Percent_University Educated_2010`,
         PercentTotal_Migration_2010) %>%
  scale() %>% as.data.frame() %>%
  # Run model
  lm(formula = formula)

summary(epg.dem)

# We get a statistically significant model, and several statistically significant results.
# These indicate that as Age increases by 1 standard deviation, equity per GWh increases by exp(0.318) standard deviations.
# These also indicate that as Education increases by 1 standard deviation, equity per GWh increases by exp(0.590) standard deviations
```
```{r}
mean(vif(epg.dem))
```

```{r, warning = FALSE, message = FALSE, fig.height=9, fig.width=6}
more_longer %>%
  # Recode names to be more readable
  mutate(measure = dplyr::recode_factor(measure,
    "Population_2010" = "Population (thousands) (2010)",
    "Income_taxable_per_capita_2010" = "Income per capita (thousands) (2010)",
    "Unemployment_2010" = "Unemployment Rate (2010)",
    "Age_median_2010" = "Median Age (2010)",
    "Ratio_Revs_Exp_2010" = "Revenues vs. Expenditures (2010)",
    "PercentTotal_Migration_2010" = "(%) Total Migration (2010)",
    "Percent_University Educated_2010" = "(%) University Educated (2010)")) %>%
  # Display only the terms used in the model
  filter(measure %in% c("Population (thousands) (2010)", "Income per capita (thousands) (2010)", 
                        "Unemployment Rate (2010)", "Median Age (2010)", 
                        "Revenues vs. Expenditures (2010)", "(%) Total Migration (2010)",
                        "(%) University Educated (2010)")) %>%
  # Map aesthetics, transforming Equity per GWh in the same way we did in the model
  ggplot(mapping = aes(
    x = value, 
    y = log(1 + `Equity per GWh`),
    # size the points by the actual Equity per GWh outcome
    size = `Equity per GWh`)) +
    # Create a Loess-smoothed line of best fit
   geom_smooth(color = "darkgray") +
  # Map points with transparency
  geom_point(color = "steelblue", alpha = 0.75) + 
  # Split into 7 different plots for each predictor variable
  facet_wrap(~measure, scales = "free", nrow = 4, ncol = 2) +
  # set theme
  theme_minimal() +
  # Put legend on the bottom and center the title
  theme(legend.position = "bottom", plot.title = element_text(hjust = 0.5)) +
  # Get rid of the color legend
  guides(color = FALSE) +
  # Label axes
  labs(y = "Equity per Gigawatt-hour (log-transformed)",
       x = "",
       size = "Equity per Gigawatt-hour (actual)",
       title = "Social Drivers of Equity per GWh",
       caption = "Independent relationships of social factors with equity potential. Lines depict Loess-smoothed trend.")

# Great. So weve found some independent justification for our model results to. 
# There does seem to be a relationship between equity outcomes and the predictors age and total migration.
```

However, this is a very small sample. The fact that we garnered statistically significant results is great, but we would feel better if we could use another method that retains validity despite small sample sizes. For this reason, we turn to permutation tests.

Permutation tests create 1000 different versions of the dataset, where everything remains the same, except the outcome variable gets randomly shuffled. This allows us to see what statistics we would get if the observed outcomes were assigned by chance. The more permutations, the higher detail we can use to justify whether our results really are statistically significant.

```{r}
# First, we can gather 1000 permutations of the dataset

perms <- more %>%
  # Transform outcome to decrease heteroskedasticity
  mutate(`Equity per GWh` = log(`Equity per GWh` + 1)) %>%
  # Select variables for model
  select(`Equity per GWh`,   Income_taxable_per_capita_2010, Unemployment_2010,
         Ratio_Revs_Exp_2010, Population_2010, Age_median_2010, 
         `Percent_University Educated_2010`,
         PercentTotal_Migration_2010) %>%
  # rescale variables
  scale() %>% as.data.frame() %>%
  # Permute 1000 times, shuffling the Equity per GWh variable
  permute(n = 1000, `Equity per GWh`)
```

```{r}
# Second, we run models on these 1000 permuted datasets
models <- map(perms$perm, ~ lm(formula = formula, data = .))
remove(perms)
```

```{r}
# Third, we collect model-level statistics from each model using the glance function
null.model <- map_df(models, broom::glance, .id = "id")

# Fourth, we collect the coefficient tables for each model using the tidy function
null.coef <- map_df(models, broom::tidy, .id = "id")
```

```{r}
# Was the observed model statistic (F-statistic) more extreme than the statistics generated by chance?
# Evaluate if it was greater than or not (TRUE/FALSE == 1/0)
# Add together, and divide by total
mean(null.model$statistic > broom::glance(epg.dem)$statistic)
```



```{r}
null.coef %>% 
  # Grab the estimate
  select(id, term, estimate) %>%
  # Join in the observed estimate and std. error
  left_join(by = "term",
            y = epg.dem %>% 
              tidy() %>% 
              select(term, 
                     estimate.obs = estimate, 
                     std.error.obs = std.error)) %>%
  # For each term,
  group_by(term) %>%
  summarize(
    # Get the original observed estimate
    estimate.perm = mean(estimate.obs),
    # and calculate the percentile
    # how many times out of the total that the observed was more extreme than the null
    percentile = mean(estimate > mean(estimate.obs))
  ) %>%
  # Now convert that into a p.value by...
  # Getting how far it is from the middle
  mutate(
    estimate.perm = estimate.perm %>% round(3),
    p.value = if_else(
    percentile > 0.50, 
    1 - percentile, 
    percentile))
```

Good news; pretty solid verification of results via permutation tests as well, which tend to be more robust to small-sample sizes.


```{r}
remove(null.coef,
       null.model,
       models,
       more, more_longer)



```



7. Bivariate correlations to find pearson product moment correlation coefficients

Because we couldn't assess the effect of equity components on the equity scores we created due to multicolinearity, instead, we use pearson's r, the correlation coefficient, to describe this.
```{r}

dat %>%
  # Select equity outcomes and equity components (raw measures used to build equity outcomes)
  select(`Town`, `Equity (y)`, `Equity per GWh`,
         `CO2 Offset per capita (Total)`,`PM Offset per capita (Total)`,
         `Savings per kWh (weighted average)`,`FAT Revenue per capita (Total)`,
         `Net Jobs per capita (Total)`,`RE kW unwanted per capita`) %>%
  # Now pivot longer into a tidy format
  pivot_longer(
    # Holding Town ID and the equity outcomes as indexes
    cols = -c(`Town`, `Equity (y)`, `Equity per GWh`),
    names_to = "measure",
    values_to = "value") %>%
  # Now for each equity component
  group_by(`Measure` = measure) %>%
  summarize(
    # Calculate Pearson's r for its correlation with Equity
    `Correlation: Equity` = cor(
      `Equity (y)`, value, 
      use = "complete.obs", method = "pearson") %>% 
      # rounded to 3 digits
      round(3),
    # Calculate Pearson's r for its correlation with Equity per GWh
    `Correlation: Equity per GWh` = cor(
      `Equity per GWh`, value, 
      use = "complete.obs", method = "pearson") %>% 
      # rounded to 3 digits
      round(3))
    
```




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